{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Density- Based Clustering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Density-based clustering algorithms assign cluster membership based on proximity to other cluster members. They pursue the goal of identifying dense regions of arbitrary shapes and sizes. They do not require the specification of a certain number of clusters but instead rely on parameters that define the size of a neighborhood and a density threshold.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports & Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:38.885158Z",
     "start_time": "2020-06-18T22:37:38.882952Z"
    }
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:39.392734Z",
     "start_time": "2020-06-18T22:37:38.886741Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from time import sleep\n",
    "from random import shuffle\n",
    "\n",
    "import numpy as np\n",
    "from numpy import atleast_2d\n",
    "import pandas as pd\n",
    "\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.cluster import DBSCAN\n",
    "from sklearn.metrics import adjusted_mutual_info_score\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn.neighbors import KDTree\n",
    "\n",
    "from hdbscan import HDBSCAN\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import ListedColormap\n",
    "from matplotlib import cm\n",
    "import matplotlib.ticker as ticker\n",
    "import seaborn as sns\n",
    "\n",
    "from IPython import display"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:39.395865Z",
     "start_time": "2020-06-18T22:37:39.393750Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "cmap = cm.get_cmap('viridis')\n",
    "cmap = ListedColormap(sns.xkcd_palette(['denim blue', \n",
    "                                        'medium green', \n",
    "                                        'pale red']))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Load Iris Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:39.419318Z",
     "start_time": "2020-06-18T22:37:39.396820Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['data', 'target', 'frame', 'target_names', 'DESCR', 'feature_names', 'filename'])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris = load_iris()\n",
    "iris.keys()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Create DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:39.440369Z",
     "start_time": "2020-06-18T22:37:39.422329Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 150 entries, 0 to 149\n",
      "Data columns (total 5 columns):\n",
      " #   Column             Non-Null Count  Dtype  \n",
      "---  ------             --------------  -----  \n",
      " 0   sepal length (cm)  150 non-null    float64\n",
      " 1   sepal width (cm)   150 non-null    float64\n",
      " 2   petal length (cm)  150 non-null    float64\n",
      " 3   petal width (cm)   150 non-null    float64\n",
      " 4   label              150 non-null    int64  \n",
      "dtypes: float64(4), int64(1)\n",
      "memory usage: 6.0 KB\n"
     ]
    }
   ],
   "source": [
    "features = iris.feature_names\n",
    "data = pd.DataFrame(data=np.column_stack([iris.data, \n",
    "                                          iris.target]), \n",
    "                    columns=features + ['label'])\n",
    "data.label = data.label.astype(int)\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Standardize Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:39.455613Z",
     "start_time": "2020-06-18T22:37:39.443324Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "scaler = StandardScaler()\n",
    "features_standardized = scaler.fit_transform(data[features])\n",
    "n = len(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Reduce Dimensionality to visualize clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:39.494928Z",
     "start_time": "2020-06-18T22:37:39.458924Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "pca = PCA(n_components=2)\n",
    "features_2D = pca.fit_transform(features_standardized)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:39.566392Z",
     "start_time": "2020-06-18T22:37:39.496080Z"
    },
    "hide_input": false,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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uSFIiERERkeahAlkaJSszhVgdnzb07NIhCWlEREREmo8KZGmU1ICPiycfSsBfdbaMy2UI+Dxc892jkpxMREREJLF0kp402pXnH8HQ/l14b/pSMtMDXHDKKAb06pTsWCIiIiIJpQJZGs0YwzGHDeCYwwYkO4qIiIhIs9EUCxERERGROCqQRURERETiqEAWEREREYmjAllEREREJI4KZBERERGROCqQRURERETiqEAWEREREYmjAllEREREJI4KZBERERGROCqQ25lNW0r4YvZq8gt2JDuKiIiISJuko6aTxFrLguWb2ZhfzMghPejdLWu/+7v3yU+Z+vkSvB43kajDhZNGc813j0pQYhEREZEDgwrkFmCt5c1pi3jmzVwqghEmjBvIurwilq8twAKxWIyLJx/KVReMb/I95i7ZxHtfLiUccQhHHABeen8+Ew4/iKH9uyTolYiIiIi0f5pi0QLe+3IpDzz7BfkFpewoC/LO50tYuDyfylCEYChCOOLw33fmsGlLSZPvkfvtBoKhaK02x4kxZ/HG/Y0vIiIickBRgdwCnnt7NsHwruLVcWLErK31HLfLxbcrNjf5Hj26ZBLw1f5AwOt1071zZpP7FBERETkQqUBuAaGws9fnWCy9uzd9HvLE8YPokBHA63UD4PO66ZydxjGH9m9ynyIi0jpFiwopfPUltj37JMFVK5IdR6Td0RzkFnDG8cN4+s1cQtWjyC5jMK6qUeNwxCHg9zB6aE8OHtC1yfdIDfh44k8X8dL781m8Kp9RQ3pw/smj8HrciXoZIiLSCoTWr2P9lJux0ShEoxS/+w6dL72CrEmTkx2tXqEN64kWFhAYNAR3Wlqy44jslQrkFvD9Mw9jS2Ep736xhJiFIf06c+uPJvL1vHWs3VjE2OG9OfHIwRhj9rnvRSvzue/JT1mbt52BvTtx4xUTuPL8I5rhVYiISGuw7ZknsJWVNV/bcIhtzz5J5gkn4fL7k5hsT7FIhLy7/0jlksUYtxvrROn281+SMV47LEnrZuxuc2HrfaIxnYHrgRTgIWvtyvqeO3bsWJubm5uYhO1IKBwlEnVIT03MN7BtRWVc9H/P1Fqclxrw8r+/XU5WRkpC7iEiIq3LqquvwCkqqtVm/H763vsAvq7dGrx258/8pgzINMX2d96k4L/PYMOhmjbj8zPw0adwpaS2SAaRvajzH8O+jCDfCzwLWOB5YFwCQh1Q/D4Pfl/iBu0//Ho5jlP7DY4Ts0ybsZJzTxqRsPuIiEjTVa5YRsFzTxPZkk/qyNHkXHwZng4dmtxfyuChlM34GuIGuIzbjbdTTr3XOKWl5D94P+VzZmG8XrImTSbn4sswrsQuRbLWUjFvDqVffYm7QxYVixbWKo53Zq1csZy0kaMTem+RRKq3WjPGvAf8yVr7RXWTD1hLVYHcuj7DaeeiUYcHX5jOW58uxlrLpKOH8vNLjiUadfbYDcNaSyS690WBIiLS/EIb1rPx91Owoaoiccdnn1C5ZBH9/v5gk4vTzpf+gMrF3xILRyBW9f2+yzU/x3jqH4DJu/cuKpcugVgMGwpR/O47uNMz6HjO+U3KUJ+C/z5N8btvV71ejwdiMTAusLGa51gn2mAxL9IaNDSc+V3gNmPMT4Dbqn/9lqopFte2QDap9uALX/HGJ4tqFvlN/WIJESfGJWcexlNv5OI4u77xGGOYMO6gZEUVEZE4xe++jY1EdjU4DtHt26lcsojUQ5r2SZ+3S1f6/+tRymZ9Q6yigrTDxuHN6Vzv853SHVQuWwLOrul4Nhyi+IN3E1ogO2VlFL/z5q7XG62+n8tVVSTHYhifn9QRI/H17JWw+4o0h3oLZGttCXCTMWYA8CdgE/DT6nZpQW9/uqs4BghHHD6YvpRbrpzI7396Kvc8Po3i0ko6dkjlVz86kS6d0pOYVkREdnJKS6tGUeMZiJWX71e/rkCAzGMnNPLZLTPfOFq4DdweiH9DAHg65ZA6cjSRLfmkH3EkWSed2iJ5RPZHQ1MsBgA/ASLAjcBA4H/GmLeBB621+hy/hdS1jnJn2zGHDeDoQ/sTDEUJ+D0ttvBCRET2LvO44ymfOxsbCu5qjFlSho9ssQzujAxShx1CxeJFNaO6xu8n67QzEnofb/eeddzcQ9qhY+l61TUJvZdIc2toAtTzwHvAN8Az1tovrLWnAjuAD1oinFQ59Zgh+Ly79jP2etyMG9EHp3pUwhhDSsCr4lhEpJVJG3sE2ZPPxHh9GL8fV0YGPW/5De7Ult3BofsvbyX98CMxHi+u1DSyzzqP7MlnJfQeLp+Pbj+7HuPzYQIpmEAK3pwcci68OKH3EWkJ9W7zZoyZD5wLpAH/sdYeGfdYirW2ss4L0TZviRaOOPztqU9578ulRJ0YhqodMdxuF3f8/DQOH9En2RFFRKQBscoKosXFeLt0xbjb9wFO0ZJiKhbMw52RSeqIUXW+3tD6dUS2bSVl0BDcmZlJSClSo87RxYYK5KOomloRBu6y1s5v7J1UIDeP979cyj2Pf1Lr6OqA38Ob/7yS1BRfEpOJiIjsnY1GyfvLnVR8uxDcbohG6XLl1XQ48eRkR5MDV50Fcr1TLKy1X1lrz7fWXrQvxbE0n4++WV6rOIaq46rnL8tLUiIREZHGK/n045q9kW1lBTYSZutj/yZaUpzsaCK11FsgG2Mmxf2+gzHmMWPMAmPMf40xXVsmnsTr1CENl6v2G51YzNIhI5CkRCIibVNFtJKFhYvZVlmY7CitnlNRQcGL/2X9lFvY8tjDRAoLmtxXee7Mmj2ha7jdBJct3c+UIonV0D7Id1K1SA+qTtHbDJwJnAc8DJzTvNFkdxeeNpqPvllec7S01+Oid/csDh6g9ysi0rDtoWJ8Lh9pXh3v++GGT/nznL/jNm4isQiT+57MTaN/poXOdbCOw4bf/B+RLfnYSITgyuWUfvk5/f/xUJPmDnu79aDqE+1d0zttMIgrIyNxodup0hlfUfTy/3Aqysk8fiKdzr0A4/UmO1a71dhjfMZaa6dYa9dZa/8G9GvGTFKPAb068c8p53Pk6L706Z7NBaeM4oFfn6dv6iJSr80VW/jBxz/n7Hcv5fR3vssds/5KJBbZ+4XtVFGwmD/N/htBJ0R5tIJwLMK76z/h07zpyY7WKpXPn0ukoGDX4R+Ogw2FKPnkwyb1lzpqFPHFMQDGEFy5Yv+CtnOl33xF/v1/I7R2NdGtW9j+xits/uffkx2rXWtoBLmLMeaXVL3VyzTGGLtrRV9iD2+XRhvavwt/uSmxW/OISPt1y1e/Z/WOdcSo2hZyWt4X9EjrxlXDLklysuSYvW0eHpebcNzZHUEnyKebpnNCz2OSF6yVihYW1DomGsBGwkS2bW1Sf7EdpRi/v/Y0C2sJrVKB3JCil1/Ahnf9mdlwmPKZX+OUluLW6HuzaKjQfQTIANKBp4AcAGNMN2Be80cTEZH9sa2ygPVlG2uKY4CQE2bq+qaN/rUHnQId9zh8yWM8dEnJSU6gVi51xCiI1f4DM/4AaYeNa1J//gED9zj9yvj9BA4+pMkZ2yunrIzQ+nXYSASnomLPJ7hcxILBPdslIRo6avr39bTnA5c1WyIREUkIn8uH3f3jbCDFfeAu7B2dM5wead1YX7aRSCyCCxc+t5fzBib2VLn2wtetOzmXXE7Bs09ivF5sJELm8SeQNuawJvXn792HzBNOYsenH2OjDsbrwde9Bx0mnJjg5G2XtZZtzzxByXvvgNuNcblIHTWG8uJibCRc9SRj8OR0xpOjN3bNpaF9kH3A94A8a+1HxpiLgaOAJVQdHFLvJDbtgywi0jrc+vUf+GZLLuFY1Q/WgNvPzWOuY1KfiS2WwbEOs7bOY0vFVg7tPJLe6XUcSdyCyiPlPL3sf8zYMpt+mX344dCL6ZPRK6mZWjundAfBNavxde+Jt3Pn/e6vcsUyKpcuxtetB2mHjm33h6fsi7KZ37D5/vtqH0/u9ZI2cjQV8+eBy+DplEPPX92Or3uP5AVtP/b5oJDnqBphTgWKqZpq8SpwYvV1l9d3JxXIIiKtQ8gJ8fCip/lwwzRSPSlcNvR7TO7bcocyVEQr+clnN7GpfDMxGyNmLT8adinfH3xBi2UQaUvy/nYPZV99WavNlZJC12uvJ+XgQ7ChIJ7OXbRAP3Hq/INsaJHeCGvtSGOMB9gE9LDWOsaYZwEdHCIi0gb43X6uG/kjrhv5o6Tc/5VVb7O+dCOh6hFsgEcWP82pvSeSk9IxKZlEWjNPhw7gckFs19oBa8GdkVH1GB2SF+4A0tAiPVf1NIsMqkaRd/6N+AFtvCciInuVu3VureIYwOvysqxYuxaI1CXrtDMxPt+uBo8HT6dOpGghY4tqaAT5MWAp4AZ+A7xkjFkNjAdeaIFsIiLSxg3OGsC8woVEYtGatkgsqjm/IvXwde9B7zv+TMELzxHJ20Ta6EPpdOHFGJd22G1J9c5BBjDG9ACw1uYZY7KAk4D11tqZDXWqOcgiIgJQGCziso+upSJaSSgWJuAOMLHnMUwZe2Oyo7UYp6yMyJbN+Hr0xJXS/k4ytNZqPqy0Zfu2SG9/qEAWEZGddoRLeWvte2wqz+fIruM4uvvhuMyBMRpW+OpLFL38AsbjwToOnS+7kqxTT0tY/zYaJVKwDU92R1x+f8L6rUssGMTZUYKnUw7G7aZs9iy2PvIQ0cICfD170/Wn15EyaEizZhBpBokrkI0xb1tr6900UgVy62atZV3edlICXrp20gk8IiLNoXL5Ujb+/rZaJ6AZr4++f/0Hvh77v9Vd6TdfseWh+7GOA0DOxZeRffqZ+93v7qy1FL70PNvfeBUwuFJSyLnkcrY+8u/ary0QYMCDj+lkN2lr9nkXi4YkZzl0G1ZRGWblhgJ6dM4kJzs9aTnW5RVx4z1vUlxaSSxmGTWkB3feMJmUgNZdiogkUnnurF0HO1Sz1lI+N3e/C+RIYQH5D9yHDe/qv+C5pwkMGkLKoMH71ffuyufksv3N12ru5YRDbHnon7D7ITQWynJn0OGEkxJ6f5FkaFKBbK3dnOgg7dn7Xy7lnsen4XG7iEQdTj/uYG68YkKLz9my1nLrfe+wpaC05tva/GV5PPLS11x36XEtmkVEpL1zZ2VVnT4XV8Qajxt3ZtZ+910+exa7D3zZSJjSr6cnvEDe8fk0bChUu9GwxxHUVXE0F1nah3ongRljMo0xfzbGPFN9il78Yw82f7T2obC4nLsf+4RQOEp5ZZhwxOG9L5fyxezVLZ6lYHs5WwpLa73nD0ccPpm5ssWziIi0RdFYlAWFi1hZsoa9TVHMPPb4qu26du4+4HbjSkkl/fDx+53DlZoKrt2KUbcHd3rafve9O3da+q7XsJPHg3HvPsZmSD/8iAb7csrLcMrLExtQpBk0tEriCareCr4CfM8Y84oxZucKgP3/132AmL1oI2537T/mYCjKZ7NWtXiW1ICPur6fd0gPtHgWEZG2Ztn2lZw59fv8cvrt/PjTX3DltOspDZfV+3x3RiZ97/4bGcdOwNerDx0mnkTfu+9LyGK69HHjcfn8EPdJpPF46DDhxP3ue3dZp52B8cZNw3O78WZl0/3/foW3azdwufD360/v3/2pqpiug1NWxsY/3MaqKy9j1ZWXsvHO3+FUVCQ8q0iiNDTFYqC19vzq379ujPkN8Ikx5qwWyNUqlVWEePHdecxdspHB/Tpz8eTDyMlu+N16xw57bunjcbvo0qnl5yGnpfo45eghfPT1ckLhqj1J/T4PPzyv4Xf8IiJNUR4p56FFT/JF3td0DGTz42GXcWS3ccmO1STWWn71zR8oCe+oaVtVsoaHvn2cmw+9rt7rvF260v1nNyQ8j8vvp89d97LtmScILluKr3cfOl/6AzwdOyX8Xv7efeh12x1se/YpIlvySRs5mpxLLseTlU36oWMb1Uf+vx+gYvEicKp+9lQsXMCWh/9Fj1/8X8LziiRCvbtYGGOWAIdYa2NxbZcDNwPp1tq+9XXaHnexiDoxLv/Vf9m8bQfhiIPH7SI9zc9//3IJmWn1j8DGYpYrfv1fNuSXEIk6uFyGFL+Xp++6OCk7SESdGC+9P593P19MWoqfS886jKPG9G/xHCLS/l396VpJFTYAACAASURBVI0sLV5BJBYBqo69vveoOzi088gkJ9t3Wyq28d0PriK826mAnQIdeev055KUqm2w1rLie+dBzKnVbjxeBj3/SpJSidTY510s3gImAh/tbLDWPmWM2QI8kNhsrd8389ayraiMcKTqH3jUiVEZDPPu50v57mmj673O5TI8ePsFPPvWbGYuXE//nh254tzDk7a9msft4qLTx3DR6WOScn8ROTCsLd3A8pJVNcUxQMgJ8ezy/7XJAjnDl84euzYAnQOJH7FtraLF2yl8+UUqly4mMHAQnb7zPbw5nRt1rfF6sKHdCmRv03dPihQWUvTKiwRXrSDl4EPoeO538HTo0OT+RHZXb4Fsrb25nvb3gEHNlqiV2lpUhuPEarWFwg7523bUc8Uu6al+rvnuUVzz3aOaK56ISKtSEanAXcdhIA3N2W3NUj0pnDvgDN5YM5WgU7Wjg9/t58eHXJ7kZC0jFgqx7pZf4pQUg+MQ3rCeslkz6H//v3GnNzxl0BhD1qmnU/z+1JrdMIzfT9Zp9R6n0CCnvIz1N19ftdjPcQitX0fZjK/p94+HcPl8TepTZHcNbvNmjBkK9ARmWGvL4tonVRfKB4yxh/Teoy3g9zB+dL0zTVpEZTDCtJkrKSwuZ/yovgzq27h38yIizWlw1kH43X4qopU1bQG3n8l9T2nxLCWhHZRGyuiZ1n2/tte8bsSPGNShP2+v/YAMXzoXDzqfUTnDE5i09Sqb+Q2xiqqCFIBYDBsKUfrlZ2RNmrzX63MuvgxXWjolH0wFDFmTJpN91rlNylL6xWfEgsFdWaJRnLJSymZ9Q+bR2rJUEqPeAtkYcx3wU2AJ8Jgx5npr7RvVD98JHFAFcp8e2Vx5wXgeffkbvB43kajDaccezOEj+iQtU2FxOT+c8gIVlWHCUYcnX5/FFeeM49KzGrdoQkSkuXhcbv5+9J+49ZvfUxgsxmI5ve/JnNV/UqP72FS+mVUlaxnUYQDd07ruc4ZozOHO2ffx8aYvcBsXHXyZ/OWo33NQh6atuzDGcHrfkzm978lNur4tc0qKsdForTYbDhHdXtSo643bTafzvkOn876z31kiRYW19paGqiO3ne3b97tvkZ0aGkH+EXCYtbbMGNMPeNkY089a+w8O0J3AL558KKcdM5QV6wvo0z2LbjmZSc3z9Bu5FJcGa6Z+OE6UJ16byVknHEKHjJSkZhMRGZQ1gJdPfZKtlQWke1NJ8zZuj15rLX+f/2/eWPseXpeHSCzKBQPP5Gcjrtqn+7+48jWm5U0nEosQAYKV2/jl9Cm8ftozuOqY/iH1Sx19KOb5Z2rNwjZ+P2mHtfyuJOljxlI89a1ah5cYl4vUUVpbI4nT0HcI985pFdbatcAE4DRjzH0coAUyQHaHVA4f0afZi+NYzDJr4Xpe/mA+S1ZtqfVYOOJwz2Of8MqHC/aYF+31uFmbp3fRItI6GGPomtq50cUxwPzCRby17gPCsTDl0QrCsTCvrn6bRUVL9+ne763/hJBT+wS48kgFa3as26d+BPy9epPz/csxXh+ulFSM10vHcy4gZfDQFs+ScvAwss84G+P1VmfxkXPRpfh7J+8TXWl/GhpBzjfGjLbWzgOoHkk+A3gcGNEi6faRtZaoE8PrcSc7yn6JRh1uuOt1lq3dhhON4XIZTjl6CDdfORGA+5/9nPe+rPsHRSTq0LdHdpPvba3lhalzeX7qXELhKBOPOIjrLjmOlEDTVxuLiOyL2dvmE3KCtdoisSizty3gkI6NL8gyfXvuFuTY2D4V67JL9ulnknn8RMKbNuDr3gN3RvI+Rc353iVknXYGkbw8fL16485Izs5Q0n41NIJ8GZAf32CtjVprLwNa3Sz4Vz9cwGlX/4eJP3iQH/zmedZsaty8qNbokxkrWbpmK5XBCOGoQzAc5f3py1i+dhsA73+5rGa7uXh+n4fLzxlH1n5Mr3jlwwU89soMikoqKK8M896Xy/jdvw6o6eYikmTdU7sQcNfeX97n8tIttcs+9XPF0O8RcO86tc7n8jEmZ8Q+9yO7uNPSSBk8NKnF8U6eDlmkHDxMxbE0i3oLZGvtRmttfj2PTW++SPvum/nrePCF6ZRVhLEWVq4r4Od/epVodM8isjWz1vLKB/O5+7FPCIaiezy+eFX1X0cdE1xcxvCvKedx+dn7Nx/sxXfnEQzvunck6jBz4XpKy0MNXCUikjgTex5Llr8DPlfVJ1c+l5dOgY4c32Pftsoc12UMdx4xhWHZQ+ie2pXvHnQ2fx4/pTkii0g70+A2b23FG598W6ugtEA4HGX+sjwOq2N7ttbqw6+X89CLX9UcAx3PZQz9e1VtSD/5uIN569NFhMJVbwB8XjcnHzWEoQP2fZX37naf07xTLFZ3+04VwTBPv5HLl3NW071zJleed0RC8ojIgSfgCfDExAd4edWbLCxcwqicQ7hg4Fn43fu+x+34bmMZ363ld/aJhUIUv/sW5XNm4+vdh47nnI+3c/sYubbWUvntAiqXLsHbowcZhx+5X4d+NKdY9VZ0ofXrSBk2nPSxh2PcbXsaZmM4FRXEysvw5HTer60ND2TtokD2uOseCHfX095avTh1bp0jx36fm1FDezBycHcAfnrxMVgL73y+GGvh1KOHcP2liZn1csbxw3junTk1Rbrb7eLgAV1Zsa6Ax16ZQUFxOcePG8gPzzuc1EDVDytrLTfc9Tor1xUQjjis3bSduYs38fDvv8PA3jkJySUibZe1lqiN4nU1vojK9GXww4O/34ypmo+1lg2/+w3hdWuxkTCVy5dSOv1z+t77T7yd2v7Je/kP3EfZzBnYUBATCFD06kv0ufOvuPz+vV/cgmKVlay7+Qai24uwoRAlH39I6oiR9Lj5N+22aLSxGFufeIQdH38AxuDO7ECP//s1gQEDkx2tzWlbFWQ9zj9lJAHfrlrf5TKkp/oZUV1QthXROkZv3S7Dtd87mrtvPKPmH7TX4+YXlx/PR4/9hI8f/wk3XzkRvy8x73UuO2ccpx93MF6PG7fLMGZoDy6ePIZb7nubhSs2s3nbDl75YAE3//WtmmtWrCtg9YbCWvOiQxGH59+Zm5BMItJ2fbjhM86YejETXj+b731w1T7vRNEWBZcuIbxxPTZSvVev41SNKL8/NbnBEqByxXJKv56ODVUtorTBIJH8fHZ89kmSk+2pZNpHRIsKa7aDs6EgFQvnE1y5PMnJmk/JtI/YMe0jbCSCDYeJFmxj4x9/u8ce1rJ3jSqQjTH/aejrZBs9tCe/+vFJdMvJwOt1c9iwXjx4+/m4XW2r/j/3pBEE/LUL/T49sjnv5JEt9lo8bhc3XjGBDx+7hg8evYa//+pc3vhkUa1pH5Gow5LVW1m/uWo7uZLSyj3yWWspKC5vkcwi0jotK17JnXP+xvZQ1UEh68s2cf2Xv6Ys0r6/N0SKCthjsUg0SmRLnct62gyndAd5d/0B6jgwpHL5siSlql9w9ao9DhQBCG9Yn4Q0LWPHpx/X2h8agGiE4KqVyQnUhjV22PHhvXyddCeOH8SJ4wclO8Z+OXvicAq2l/PCu3MJhx1GDu7Ob689NSkfBXncrpqpK8VlwT0ed7sMZRVV/wiHD+pOzNpajwf8Hk45akjzBxWRVmvquo8IO7udeAZM3zyDU/tMTE6oFpA6bDg4tYtI4w+QfvgRSUqUGIWvvIRTXrbnAz4fKUNafj/kvUk9ZARl30yvXTBaS+CgwckL1czcael7tNlYDFdqahLStG2NGpa01s42xqTFf918kQ5cxhiuumA8HzxyDZ888RP+OeV8Onfc83/2lnbaMUNrTWGBqmkeg/tVLThJCXi584bTSU/1kxrw4vW4OXH8YCYd0/q+YYpIy/EYN2a3kVQDuF3te5GUJ7sjna+8etehGj4f6eOOIOPIY5Idbb9UfDsfnD13h/J27ETmcSckIVHDMo85Dn+//phAALxejN9P5gkn4+/TN9nRmk3Hs8/H+OLmgns8+Hv31SEqTWDsbiN/ezzBmKOAR4F0a20fY8wo4Gpr7bX1XTN27Fibm5ub2KSSNE4sxj2PTeOD6ctwuw3pKX7u+uXkPXapiEYd1mwqolNWGh076N2qyIFuzY51XDnteoLVp9kZDOneNF4/7RlSPIG9XN32hXYU8/4XT/F+cD7hjplcNuR7HNtjfLJjNdnmf/6d0s+nQXzd4HbT/1+P4O3UOhdk21iMioXzCedtImXwUAIDD0p2pGZXPn8uBS88i1NURNq4I8i56FLcaTocpwF1fkzfmAJ5BnAB8Ka1dkx127fW2uH1XaMCOTk2bS3h1Q8WUFBczsQjDuK4sQMTOj1jR1mQkrIgPbt0wOVqnyuARSSxZmyZzd/m/5vNFVsYmnUQtxx6PQMy2+8IXrw7Z/+NDzd+VnPctd/t57axNzKx57FJTtY04S35rL/lF9hwGBuJYPx+sk49nc6X/iDZ0UT2R9MLZGvtEcaYuXEF8nxr7aj6rlGB3PJWbyzk6t+9RCTiEHViBPwezjh+GDdcdnyyo4mIHHDKI+Wc/s5FRGKRWu0DMvvy7En/TlKq/Rdcu5rCF/6LU1lB9qTJpI8/qt1umSYHjDr/B27MHOQN1dMsrDHGZ4y5CViS0Giy3x57ZQbBUKRmq7hgKMqb0xaxfUdlkpOJiBx4KqOhOn/q7giXtniWRKn4dgEbptxCxcL5hFatIP/B+wmtWZ3sWCLNojEF8jXAT4GewEZgdPXX0grM+nY9N/z5Nb6et5bdPwzwuF1sKWy734xFRNqqToFsuqd1q7VI0efy7vP0imhRIfn//idrf/Ez8h/8B5GCbYmO2ijWWvIfvB8bCmHDoar/BivZ8vC/kpKnJURLiokWFSY7hiTJXrd5s9YWAG3zOKN2bvrcNdz+wHt1Hk0NVdsp9e/Zcc92a4k6Mbye9r2SXETartJwGW+te5+1O9YzrssYTuh5LJ42tPuFMYa7x9/OL6ffRlFoOzEbY3TOCK4+5Ip6r6lcvpStTzxCJC+PwEGDyPn+ZWz68x04paXgOITzNlI+exb97n+4xRdd2WiUaB3FeXjDuhbN0RKcigry/vpngksWgwFfn370vGUKnuzsZEeTFrTXAtkY8xRwvbW2uPrrbOBea+0PmzucNOzRl7+pszhO8XtwYpYpV59U64Q9ay3/fWcOT70+i8pQlIMHdOG3155Kz64dWjK2iEiDdoRLufSjn7AjXEooFubjjZ/z/oZp/OXI37Wp+a59Mnrx0qmPs75sE6meAJ1T6t/pIbIln4133FazZ2/FwvlsuP1XgNm1tVosRiwUovSrL8g6eVILvIJdjMeDOysbZ3tRrXZv9x4tmqMlbH38P1QuWVRzIEpozSo23/9Xev/2T0lOJi2pMVMsRu4sjgGstduBMc0XSXZXWh7igWe/4KKbnuGmv7zJ0jVbAdhesuf8Yo/HxbUXHcNr9/+A48fV3s5m2syVPPHaTCqCEay1LFm9levufI1YrOGFmiIiLen1NVMpqS6OASqdIHO2LWBp8YokJ9t3xhj6ZvRqsDgGKPn0k9rHAVuLdZxdx1XvbA6HcYqLaWnGGLr++FqMzwduN3g8GL+fLldd0+JZmlvZjK9qnxYYi1G5eBGxSKT+i6TdacxJei5jTHZ1YYwxpmMjr5MEsNby8z+9yrq8IiLRGBvyi5m3dBOP3PFdjh07gLc/XUQkGqt5fpeO6Zxz4vA6R1le/WghwVC0Vt87yoMsX7t1jz2NRUSSZWXJasKx2oWhMYZ1pRs5OLt9noIWC4UgFqvdaEzVr/gmr4+0w8a1YLJd0sceTt+//IMdX36O8XjIPPZ4vJ27JCVLc3L5AzjB2ifIGrcb42rU2WrSTjTmb/te4CtjzB+MMX8AvgLuad5YstOilfls2lJSqwgORxxeem8e11x4FEMHdMXv85AS8NIpK5U//2JyvR9Beur6x23B7dY/ehFpPcZ1OZSA21+rzYk5DO/Yfk/nzDzmOIzXV6vNGBedvnMRxld9Ip/XR6cLLyIwYGCSUoKvR09yLryITud9p10WxwAdzzkf49/1/5/x+elwymkYd9uZAy/7rzGL9J42xswGTqBqr7jzrLWLmz2ZAFBSFsTsdihHLGYpLC4nLdXHQ7dfwIb8YioqwxzUNwd3A+9wL5w0im9XbCZYPW/Z7TJ07pjOQX1a5wlIInJgmtRnIlPXfcTy4pVYIGZjfH/wBfRKb3/zXXcKDBhIl6uuYduTjxILh3CnZ9DtZzeQNmoMWZMmE8nPw9utO+609GRHbfeyJp+F8QfY/vYb4ETpcPIkss84O9mxpIXt9aAQAGOMG+hKXEFtrV1f3/N1UEjilFeEOfvnj9WaGhHwe7j1qhM56ch9/6jxnc8X8+jL31BSGmTs8N7c/MOJ5GTrCEoRaV2stcwrWMjG8s2M7HQIfTN6JTtSi7COQ6yiHFdauj7SF2kZTT5J7+fAb4EtgFPdkbXWjqzvGhXIiTVz4Xpuf+A9ItGqU/LOPH4YN/5gQptazS0iIiLSCtVZTDVmsd31wBBrrXbLTjBrLc+8mcsLU+cSDEc59rAB3PSDE8hIqz33bszBPRk1pDszF27A73Xz4dfLOf7wgYwb3idJyUVERETar0YdNQ2UNHeQA9ErHy7g6Tdy2VEeIhxx+Dx3FVPun7rH8179cAG5izYSiTpUBCOUV4b5zd+n1ntAiIiIiIg0XWNGkFcDnxpj3gFCOxuttfc1W6oDxMvvz69ZMAcQicZYsCyP7Tsqyc5MqWn/ZMaKPYphYwxL12xl1JD2u2hFREREJBkaUyCvr/7lq/4lCRKrc/63Yfd54V06ZrDYbCG+ORp16NQhtXkD7qNYzPL8O3N4+cMFWGs5a8IhXHbOODzaRk5ERETakMZs8/b7lghyIDpn4nAef3Xmrm3X3C6GDuhCx90K38vOHsvX89YSCkexgN/nZszBvejVLSsJqev3xGszeP6duTWv57l35lBWGeK6S45LcjIROZDEQiHKvplOeHMeKQcfQurI0VrULCL7pDG7WHQGbgYOAQI72621E+u75kDexaK8Iszns1cRCjsce1h/OmXVv4VaLGZ5+H9f8fIHC4hEHQ4f0Ycp15xMVkbKHs9dtmYrT7+Zy5aCUiYcfhAXThqNz9u6Ni2f9OP/UFYRqtXm87r5+PGf6IeTiLSIWGUF6275JdGiImwoiPH7SR9/NN1/dkOyo4lI69Tkbd4+AF4EbgKuAS4Htllrb6nvmgO1QF67qYhrfv8yjuMQq/5j/fMvJnP4iIZ3m7DWErO2wUM+2oITf/jQHnOlXS7Dp0/+FJdLBbKI7L8tFduYnj+DdG8ax3Y/khRPoNbjRW+9TuELz2LDu46qNj4ffe78K/6+/Vo4rYi0AXUWKI2pyDpZax8DItbaz6y1PwTGJzRaO3Hfk59SXhGiMhQlFK769aeHP9xjTvHujDFtvjgGmDBuIF7Prtfh8bg4anQ/Fcci7ciOcClTZtzJCa+fzWlvf5fnlr+01+9xiTJtwxfc/vSVLHv+Ed5++x9c8O7lbC7fUus5wRXLahXHALhchNavbZGMItI41nEom/UNhS89T9msGVjHSXakWhqzSC9S/d/NxpjJQB5wYBxptI+Wrd3G7j8mSkqDlJaHyEwP1HnNvtqYX8w9j33Ctyvz6dIxnZ9fcixHj+mfkL73141XTKCsIsSMBVWHLI4Z2pNfX31SklOJSCLd8vUdLNq+lGgsSigc5rElz5HhTees/qc1630jToStf/8rP82zeBxLxA1rO5bzr5xH+OORU2qel3LwIZTPzsWG46Z7xWL4+w9s1nwi0njWcdh4xxSCq1dhg0FMIEDgoMH0mvJ7jLt1TB9tTIH8R2NMB+BG4AEgE/hFs6Zqo3p3z2Lp6q212lICXtJSE7P5RyTq8JM7Xqa4NIi1lo1bSrj9gff4123nM7R/l4TcY3+kpvi4+8YzKa8IY7Gkp/r3fpGItBnbKgtZsn0Z0diuqVRBJ8QLK19v9gJ587yvGJZn8UerPpHyRKF/EcyauxCO3PW8DhNPpuTjD4hsycdGIhiPh8wJJ+Lv1btZ84lI45XPmVVTHAPYYJDgyuWUz5tD+mHjkpyuSmN2sXi7+rclwAnNG6dtu+Gy47nhz6/hODGcmMXrcXPDpcclbPpE7rcbCEWitT7ODEcc3vh4IUOvOjEh90iERL0hEJHWxdpYne0x2/wfjaZsKqBst9sHooZzcqOsvek6Mo85juzJZ+Py++l7132UzZ5JJH8zKUMPIWXI0GbPJyKNF1q7pqY43smGQoTWrWn9BbIx5mZr7T3GmAdgj5kDWGuva9ZkbdDwg7rx7N3f590vlhIKRznpyMEc1CcnYf1HnTp+OFlLJFr3Dy0RkUTqktqZgR36s7x4FU51URxw+zlvwBnNfu/UfgMxHg/ELQS2QGZphHDpWgo35xFcuYIeN/0K4/GQccRRzZ4pEay1hFavIlpSTMrQYbhTW9f+9iLNwd9vACYQqFUkG7+fQCuaCtXQCPKS6v8eeNtR7IduOZn84NzDm6XvccN749ptuzS/z8OZE4Y1y/1EpP2w1rK8ZBVOzGFo9iBcpmmfbP3lyN9xR+5fyd06D5/by3cGns0FA8+q9ZxoLMqS7SvI9GXQNyMxS1ZSh48k4+DhlC9djAmFsQZM3NCNDYcpn5NLtKgQT8dOCblnc4sFg2y84zZC69dhXC6s49D9lze3mhE0keaSduhYAgcNJrhyOTYUwvj9pAw5mNRRY5IdrUaD27wZY9zAXdba/9uXTg/Ubd5awrI1W7njoQ/YsLmYtFQf1150NGdOOCTZsUSkFdtWWch1X9zK1soCMIZMbzoPHHsXvdKbflS9Yx1cuPbY43xR0VJunH47UevgWIeDswZx79F/2GM7tqawjlM1d3HFCnZ8/gnRwsJaj5tAgD5/vBt/3+ZfuLyqZC1rStcxNGtQk/8cC158jqI3XoVIpKbNBAIMfPQZXH6t4ZD2zToO5fPmEFq3hkD/gaSOGoNJzo5edW611eAcZGutY4w5rHnySFMM6d+F5+65hFA4is/r1gEcIrJXd8+9nw1lecSomo4VjAb53ay7efSEfzS5T7fZc6W5Yx1u+foOdkRKa9oWb1/G40ue5acjrmryvXYybjfp48aTPm48xuul6PWXa23p5vL78fVqeN/5/WWt5Q+59zIt70vcxkU05nDBwDP5WRNeX1nuzFrFMVRt+xlav5aUQUMSFVmkVTJuN+mHjWu1n5g0plSfa4x50xhzqTHmvJ2/mj2ZNMjv86g4FpFGyd06r6Y4BrBYlmxfQSQWaeCqfbexbDMV0cpabeFYhE/zvkrofQCyzzmf1BGjMF4fJhDAnZFJj1tua/Ytor7ZkstnedMJOSEqopWEY2FeWf02y7av3Oe+fN26w27fx200iqdj4tauiEjTNGabt45AIRB/tLQFXm2WRCIiklAdfJlsCxbUakvxpOAxjfkRsC/3yahZvBevcyDxc4JdXi89b72NyLZtOGU78Pfp1yL7p87ZNp9Kp/bq+5iNMa9wIUOyD9qnvjpd8D3K587GRiIQi9Uci+3t1DbmUIu0Z43Z5u0HLRFERESax48PuYx75/2LoFN1eEbA7ecHQy9K+KdQWf4OnNJ7Ah9v/LzmXn63n6uGXZrQ+8Tzdu6Mt3PnZut/d73SexJwBwjGFclel4eead33uS9/3370vftvbH/7DSKFBWQcdQyZx2k3VZHWoMFFegDGmABwJXAIULPKovrI6TppkZ6ISOvydf4sXlz5OtFYlPMGnsHEnsc26rqQE2LOtgX43D5G5wyvc+5xPMc6vLHmXd5b/zFZviwuHfIdRnRqPzvtVEQrufSjn1AU3E4oFsbv8tM7oyePn3A/HlfrOAFMRPZJnSMFjSmQXwKWAhcDdwDfB5ZYa6+v7xoVyCIibd+S7cu5/stfY63FYsn0ZfDw8ffSOeXAniNbGi7j9TVTWbx9GWNyRnBWv0kEErBLh4gkRZML5LnW2jHGmAXW2pHGGC/wvrV2Yn3XqEAWkQNdUXA7r615hw2lmziq++Gc2Ou4vY6+tibWWi784Eo2lW+uaXPh4tju4/nzkbc1qo+CyiJWlKyiX0Yfuqd1ba6okkDWcQitW4s7LQ1v1261HgtvzqPghecIrV1N6rDhdLrwYjzZ2UlKKpIw+77NW7Wdy5yLjTHDgXygX4JCSRNZa7WLhUgrta2ykMs+vpbKaCXhWITPN3/Dp5u+4s7xv0n4vay1fJb3FR9v/JxOgY5cMPDM/drfeKfSSBlbKrbVaosRY3bB/EZd/9TSF3hi6X/xurxEYhHO6HcqN466Vt+3WrHgmlVs+tPviIVC4MQIDBlKz1tvw+X3Ey3ezvpbbyRWWQk2RsmWfMrn5tLvgf/g8nqTHV0k4RpTIP/HGJMN3Aa8CaRX/15amLWWF9+dx5Ovz6S8MszooT2Zcs3JdO2UkexoIhLn6aUvUB4pJ1q9o0PQCfL1llms2bGO/pl9E3qvvy94mLfWvk/QCeI2bt5a+x7/mXAfAzvs32EZqZ4UvC4PUSdaq71LI6ZXrN6xjieXPk84FiFcvZXc1HUfcXyPoxjXJTknZTnW4dnlL/HmmvfxuNxcdNB5nN3/NBXs1WwsRt5df8QpKalp+//27ju+6ur+4/jr3J2dEPZGREBBUBFBxIm4te49sGqtVat1/bS2WrVq1drWUW2t1jpx4J64NwqyRECG7J1Nxp3f8/vjXsINSSBAkpvxfj4ePEjO/Z7v930Jj+ST8z3fc6p+mkfhS8/T6ZwLKPv0I2wkDDaxXGAsRqyikopp35E1ekyKUos0nXrXQTbGzDXG/B74xFpbbK39zFq7i7W2s7X2X82YURI+/nYR/5k0hfLKMNbCrPmruOqu19jWNBkRaR7BaJDrvr6VV5a8XV0cb+IxblaWr6mn544pDpXwNKTnUAAAIABJREFU+pJ3qldUiNkYwViIx+Y+s9Pn9rg8XDj4HALu+I5uBkPA7efyoRfXOvbTVV/x2y9u5Jqv/sh366Yzbf1MLDW/LwVjQaasTd3Uuwdm/Zsn509kTeVaVpSv4oEf/s0Li15LWZ6WJrJuLbGK8i0aI2z85isAoqWl2EjNX5ZwYsTKShFpi7Y2gnwmcAYw2RhTADwPvGCtbdzv8NJgkybPIhja/A3KsVBQXMHiFYXs2rt9PzQj0hI8POcJpq6fXqs4BIg4EXbvsFujXm99VQEel6d6lBbim4AsL1/ZKOc/e7eT2SW7N28ufZ80T4BT+h/P4Lya7+HZBS/z+Lxnqpd1m1Ewm+P7HoXHeAizOZff7U/ZPOSoE+P1pe/W+HcKxkI8u+AlzhhwYkoytTTuzExwnFrtntxcADJHjqL0g/ewodDmFy1k7KXNdqVtqrdAttbOAmYBNxpjRgGnA98aYxYBz1trH2umjJJQ161Ai91yIyYRSZGPVn5eowjbxOvyctmQC8kPdGjU6/XNqr2tstflYVSXxitaRnfdl9Fd694K1rEO/53/XHVxDPHC87PVX9ExLZ+1lesIOxE8Lg+ZnnSO7H1Yo+XaHjEbq3MDky03/GjP3FnZZO4/lvJvvsKG419P4/OTf9pZAKQP3oMOvziFoldeAo8bHIfOv7wUb2c9fCltU4O2UbLWTgGmGGNeB/4GPASoQG5mpx4xjJ+WrCcYjo8iu1yGLvlZ7NJTuy6JtARpngAl4Zq3nN3GzVOHPkyf7F6Nfj2/28cfR1zHLVPvrl4ho0taZyYMOqvRr1WXqBMlGA3Vai8Jl/Lm0c/x4qLXmL5hNoPzBnDmgJPJ9GY0S64t+d0+hucPZWbhnOpC2evyckj3A1KSp6Xq+usrKOnbj7LPP8GdlUWHk04jfY+h1a/nn3I6uUcdQ2T9Onzde+Ly+1OYVqRpNWSZt32JT7c4GVgKTARestYW1NdHy7w1nUmTZ/HEq99RXhlmn917ctMlh9ExLzPVsUQEeH3Ju/xj9r9q7CI3vufB3LjPVQ3qb61l8opPeGvZZDI86Zy128nsmb/HNvuVhTcybcNM8nw5DOs4BJep9/GSRjfh4ytYULK4elqJCxeju47g3v3/1GwZGqIwWMQN39zGwtKfAdi7057ctvuV2B/n4fL7SR++j1ZjEGmftm8dZGPMncSnVRQTL4onWmsbNLFNBbKItFfvLPuQZxa8RCgW4ti+4zl3t9PwuBp0s46Hf3icST+/Vf3Qnd/t5679bmZU1xFNGXmnLN+4ksu/+D8qo5VYoGMgj4fG3kOntJZ5Z6swWITbuPEtWs6qu24HYzAGjN9P7z/fqykDIu3PdhfItxCfa7xge6+kAllEZPsEo0GOfOt0wk64RvuAnF3432EPpyhVw8RsjLlFC/C43AzKHdDil06zjsPPl15IrLhoc6NxkbHPCHrccDOln31C8asv4QSDZI09iPzTztLoskjbtX0bhVhrW9b9sTZkfWE5xWWV9O+Vj8dT985akWiMz6f9zOr1pQwb1J2hA7q1+B86IrLjyiOVUMfqFwXBotoHtzBu42Zo/uBUx2iw2MYynI0bazZah6r5cyn97BPWP/bP6tUaSt5+k8i6dXT/3fUpSCoiqdKw+37SKKLRGLf+832+nrEUj9uFx+3irt8dy7CBNXe9qgyGueSWl1hXuJFQOIrP6+bIAwZx7YRDUpRcRJpafiCP/EAH1lSuq27zGA/7d6l7BQnZce6MTPB4IFpzxRFv124Uv/pSjaXMbCRM+dQpxCrK4/1EpF1ovic5hJcnz+abmcsIR2JUBiOUVYS44a9vEYnWXH7orU/nsmZDGVXBCI5jCYaivPv5PJatbvkjSSKyY4wx3LnfzeT4skj3pJPmDtA3qxeXD70o1dHaHOPx0Ons8zB+P2DA5cL4/XQ+75c4wdpLvxkMNlx7+T4RabvqHUE2xuy9tY7W2umNH6dtijkOs+av5tUPfyAUrrkTkeM4LFi6gT127VrdNvun1bWOc7ldLFhaQJ/ujbuOqoi0HAPzduXVI5/ihUWvURmt4tg+48nxZ6c6VpuUe+Qx+PvElzQzgQC5447A16MnWWMPouTtN+PbKgMYF74ePfDk5aU2sIg0q61Nsfhr4u8AMIL4piEG2BP4FtACkg1QXFbFZbe9TGFJRa2iFyDmWHKz02q07TGgK9/MWkoovHlk2XEsu/bRbnkibVlZeCMXfXIVRaFiYjbGC4te4zdDL+TU/iekOlqblDZ4d9IG716jLf+0s4isX0f5d1MwGHw9etD9hptTlFBEUmVrD+kdAmCMmQhcYq39IfH5EODa5onX+v3rha9Zs6GMaKz2Fp4+r5vhg7rTo3NOjfYTDhnCGx//SEFxBVWhCAG/h3GjdqNfD40ei7Rlzy54mXVVG4gk7cb38A+Pc0SvQ8n2ZTXqtYqCJfxQ+CNdM7owMHfX7e6/umItMwp+oEtaJ/butGezrr3clFxeL92vvp5YRTk2HGk1I8dOJIJxuTDuuh/8FpHt05CH9AZtKo4BrLVzjDHDmzBTmzJ1zvJaxbHLGHp0yeGIAwZy5tG1Z7Kkp/l48s4z+fS7RaxaX8qwgd3Ze/eezRVZRFLk+w2zahTHEN/xbVHpEvbutGejXeeNJe9x/6xH8Lg8ODbG0PzduW//P+F1NWwpsxcWvcojc57EbVxgDH0ye/LPA+8h4Ak0WsZUc2dkQmo2/tsu0eJi1vzjXqrmzcW43eSMP4pO505QoSyykxpSIM8zxvwHeIb4GkTnAPOaNFUb0qNLLusKy2u0eTwuHr/9dNLTfPX28/s8HHHAoKaOJyINsLRsOffOfIj5JYvoldGdq4ddyrCOQxr9OgNzd+WnkkXV2yEDRJwIvTJ7NNo1ikMl3D/rEcJOuHrN5R8K5/Lmkvc5qf+x2+xfGCzikTn/JZxUyC/ZuIxXlrzNWQNObrSc7VHF7JmUvPMmNhYjd/yRZO47apt9Vv3ldkJLfgbHwToOpR+8jyevAx1OOKkZEou0XQ25JzYB+BH4LXAVMDfRJg1w6emjCfg8uFzxNYwDfg9nHL3XVovjxlCysYqJ78zgwWe/YMa8VU16LZG2rCJSya8+u4aZBXOoilaxoHQxV391M6sq1jT6tc4feDqZ3gz8rvj3h4Dbz4m7HNuou9LNKZyPd4ud/YKxEF+sndKg/vOLF9YaaQ7Fwny77vtGy9gelX3xGavv+TMV30+lcuZ01vzjrxS99fpW+0SLCgkvXwbO5ruUNhyi9MP3mzquSJu3zRFka23QGPMo8I619qdmyNTiVAUjTJ+3kvSAj2EDu1cXuw2xe/+u/Of205k0eRYlG4McMWYgY/but9OZlq4q4q7HPmT+z+vJz8vgyrPHcvDI+DzCtQVlXPj7iYTCMcKRKK9/PIfTjhzOJaeO3unrirQ3X6yZQszGsEmbeESdKO8s+5CLdz+3Ua/VOb0TEw9/jLeXfcC6qg2M6TqSfTvv1ajX6J7RhaitubSkx3jom9WrQf17ZvYgams+cOwxHnbN2aXRMrYFsYoKYhvL8HbugnFteyyq4Lmnaq6/HApR9OLz5B19XP39Xa669pbR9AqRRrDNAtkYczxwL+AD+iXmH99mrT2+qcO1BLMXrObae96o/jwvJ51H/ngKHXLSG3yOvj06cE0jbvIRCkf5ze2TKCsPYonvzHf7ox/QJT+Lwf278N9XvqO8KozjxL9zBkNRJr4zg1OPGE7eFitmiMjWRZwI1tasQhzrEIqF6+mxc3L82Zy1W9NNVeif04+9Ow5lRsEPBGMhPMZNwOPnjF0bdku+T1ZPDuq2P1+smUJVLIjP5SPdE+DMBvZv66y1bPjf45ROfhdcLlxpaXS/5v9IG7T7VvvFykprtTnBKmwsVm+B7MnNIzB4d6rm/QjR+C8txu8n91iteiKysxoyxeIWYCRQAmCtnQn0bcJMLYbjWP744HtUBiPVf9YWlPHQs1+kNNfUH5YTicZqDByEI1GefmMadzz6AZ9MXVxdHG/i9bhZubakeYOKtAEHdNuvxugxgNftY3yvg1MTqBH8ZfQt/HbPXzGm636c2v8EnjnsEbqkd2pw/z/uex03j7iGo3uP44JBZ/Ds4f+iY5pW2QHY+OXnlH74PjYSwYZCxEpKWHXnbThJo8N1SdtjaHxEeBNj8PfbBZd36w9Odr/2RrL2H4sJBHDn5NLxjHPIOWx8Y7wVkXatIQ/pRa21pcY0fFpBW1FQXEFZec1dlWIxy9Q5K1KUKM5CfEXq5DYLX81YgmOpNdoFEInG6NdTP8BEtleeP5d79/8Tt0+7j8JgMRmedK4edim75fZPdbQd5nF5OKHfUZzQ76gd6u8yLg7pcQCH9NBy+Fsq++zjGlMlNqn6aR4Ze9a/AFSXX/2GlbfcRLS0NL65XyBAtyuv2eb13OnpdLviauDqnYktIltoSIE8xxhzFuA2xgwArgS+btpYLUNOVmDLOhSAbp1Su7PVyKG9cW9xy82Y+KYjW/J543PRrjj7ADLT/c2ST6St2afTMF498ikqo5WkedLazJq/0vjcWVnxb8hJAxXWOrgztr5mnDe/I30feJTg4oUQjRHYbaDmEoukUEO+y18B7AGEgOeBMuKrWbR5fp+Hc44fQcAf/z3CZQx+n4dfnzEm5bke/P1JDEjsrNchJ53sjNrrj3o9Ls45dh+euussThzXeGuoirRHxhgyvBkqjmWr8o79BcabtEqRx4O3S1f8u2x7MxbjcpE2YCBpg3dXcSySYqau2/E7a8SIEXbatGmNft5UsNby1YylvPvFPDLTfJxyxDAG9Gn4XL2mZq3FGMO9T3zC25/NrbEpSV52Gq89dGGt0WYRkbbEiUSomjMbXC7S9xiK8TTk5mjTqZz3I4XPPU2kYAMZe4+g45nn4s7MTGkmEalXnXOIt1kgG2N2I761dF+SpmRYaw+tr09bKpBbi7LyIJffMYk1BRtxGYO1lnuvPY5hgxpvgwERkZYmtGI5K265CaIRLODyB+h12134unVPdTQRaR12uECeBTwKfA9UL55pra13VXgVyNvPWsuX05fER6rT/Zy6AyPV1lp+XLyO8ooQwwd1J+Bv2LaxItIyFQWLeXPpZAqChRzUfTT7dBrOth6YLqgq4t6ZDzJt/UzyArn8eo8JHNbzwGZK3PyWXX8VoSVLqF4Q2BjSBu1Or9vuSmkuEWk16vym2tBVLB5p5DCyhSde+Y7n35lOMBTFGMNHUxZy33XHs9fgho8AG2MYsmvXJkwpIs1lVcUaJnx8BeFYmLAT4e1lH3Bq/+P59ZD6NzK11vKbL65ndcVaYjZGVcVa/vz9/eT4shnRuf4VFForG4vVLI4BrKVqYbvc00pEGlFDJqe+aYy5zBjTzRjTYdOfJk/WjgRDEZ5763uCofhC79ZaQuEoj0z8KmWZFi7bwO/+8jonXflfbvvn+2woKk9ZFpH26Il5z1IZqSTsRAAIxoK8sOhVikP1r2c+r3gBBVWFxJJ2ygvGQryw6LUmz5sSLheurNpzez25ubXaVles5cs1U1hXuaE5kolIK9eQEeTzE39fl9RmAe0r2kjKykN17RbK2oKNzZ4lft0yLrt9ElXB+A/mD6csZPq8Vbx4//nVy8aJSNNaWPIzzpYblLi8rK5YS56/dgEIELXROqdghJ2m2fUv1YwxdDrnAtY/8e/E2sMG4/fR8ZzNo+zWWv4+61FeX/ouXpeXiBPhzAEn86s9zq//xCLS7m2zQLbW9muOIO1Zx7wMsjMDFBRXVLe53S72HdIrJXne+ORHIpHNI1COY6msCjNl1lIOHNF6N0cQaU326TyMpeUriDrR6raojdE3q3e9fXbPG0SaO0BVNFi9+1/A7efEfsc0ed5UyTn0cLxdulL6wXvgcpF7xNGkDRxc/frMgh94c9n7hJ1I9Wj8xEWvcnD3MQzM2/bSayLSPtVbIBtjDrXWfmyMOamu1621rzRdrPbF5TLcdsWRXHvPG5jEChQdctK5/KzG2aVq8YoCnntrOoWllRw+ejeOGjsYl6v+B302loeIJS0XB/E178sr2+YolEhLdMHAM/li9RRKwqU41sGxlt8N+zUZ3vR6+3hcbh4cezd/+O5ulmxcht/t44KBZ3JQ9/2bMXnzS99jKOl7DK3ztanrZxCM1dzZLuZEmbZhpgpkEanX1kaQDwI+Bo6r4zULqEBuRHvu1p03Hv4l0+euJD3Nx567dd9qEdtQ839ex+V3vEIoEsNay5yFa5i9YA03XnxYvX0OGz2Ad7+YRzC8eeTKsQ6jhvXZ6Twi0jA5/mwmjn+Mr9dOpShUzH5d9qFbepdt9uub3Zunx/2TqmgQn9uL27TvaVHdMroScAcIxoLVbV63j67pnes83qmqJFJQgLdHT1xaQ16k3dJGIW3cdfe9wTczl9Vo87hdvPLABDrk1D8S9exb3/PEK99hTPz4m391OAfso2nnItK6VEarOOuDX1EcKiHiRPC5vHRO68Qz4x7B5/bVOHbVvXdS8d2U+CfGRacJF5F31LEpSN32WGsJLf0Zp6KCwG6DcPl82+4k0jx2bB1kAGPMMcS3m67ez9hae1t9x6tAbjpFpZVUVoXp0SVnm+uhApx9/TMsW11cq/38E0Zw8amjt9q3KhihsKSCrh2z8Hja9yiUiLRepaEyXlj0Gj8Wz2d4xyGc2v8EMr0ZNY4pevM1Cp56olbffo8+gTe/Y3NFbZNiFeWs/NMfCK9eBS6DMYYeN91SY664SArt2DrIxphHgXTgEOA/wCnAd40aTbYpFI5yy0Pv8e3s5bhcho65Gdx77XH07p631X5j99mFleumE4vV/EXo+XdmcOK4PemYl1FPT0gLeOnZte6n5UVEWoscfzaX7HHeVo8pef+dOtuL33qNzudf1BSx2o2C558htGIZRBNLmQKr77uLXf71JEbTWKSFasj/zP2ttecBxdbaPwGjgdQsr9CO/ffV7/juh+VEojFC4Sir15dyw/1vsa07AOedMIL0QO1bWR63i1k/rW6quCIirYrL76+7Pa3+QQRpmIrvp1YXx5s4VVVE1q9LUSKRbWtIgVyV+LvSGNMdiABa+q2ZffjNAsJJS69ZYF3hRtYVbn0Dj/SAjxMOHYLbXfNL7VhL145ZTRFVRBpJzMa2+UuwNI78M86p3WgMHY4/sfnDtDGejnVMUXEc3FnZzR9GpIEaUiC/ZYzJBe4FpgNLgYlNGUpqy0qvPbphLaQHvNvse8r4PUkPePEkimS/z8PAvp3Zvf+2n4gXkaYRdWJURYN1vrakbBkTPr6CA189jqPePp03lrzXzOnan6x996PThIsxiZFkd24evW7/C65AYBs9ZVs6nnkuxudj01RP4/eTM+4I3BkanZeWa7tWsTDG+IGAtbZ0a8fpIb3G99nUxdz2yGRCiaXX/D43Y/fpz62/OaJB/dcXljPxneksWVXE/sP7cvyhQ/D7GrKRoog0Jmst/5r7P15Y9BoRJ8JuOf25fb8b6ZHRDYCIE+GEd86lNFxWY7OPe0bfyojOw1MZXWSHBRctpOjNV4lt3EjOQYeSdeDBDXrQXKQZbN8qFvVtELLJ1jYKUYHcNL74/mf+9/pUKirDHHHAQM45dh+tLiHSyryx5D3+PvvR6s0rDIbuGV15cfzjGGP4dt333PztnVREK2v0O7THWO7Y76ZURG63rONQ8u5blH74PsbrJe+Ek8gec2CqY4lI49ruVSzq2iBkE20UkgJj99mFsVqLWKRVe23JOzV2drNYioLF/Fy2jP45fXEbF3UNW7iMnvZvbhueeoLSD9/HhuJfr3WPPIhTVUXuuIbduROR1qveAtlaO6E5g4iItAc+d+3nBhyc6vbhHfckzROgKlpVPcXC7/Zz8i7asKI52UiE0snvYiORzW2hEEWTXlSBLNIObHNIwhiTb4x5wBgz3RjzvTHmH8aY/OYIJyLS1pw54GT87s0P3XqMm12y+tArs0f8c5ebRw68l+Edh+IxHrqkdeKmva/G4/Iw4eMrOOT1X3DRJ79lfvHCVL2FdsFGo9hYrFa7U1mRgjQi0ty2+ZCeMeYD4HPgmUTT2cDB1tpx9fXRHGQRkfq9vWwyj899lrLIRsZ0Hcnvhl1Gjr/+Ja82VBVyxuSLqIptXvUi3ZPGS0c8QZ5fm/k0leU3XUdw8UJwnHiDx0PWmAPpdvlVqQ0mIo1px3bSAzpYa29P+vwOY8wvGieTiEj7c0yf8RzTZ3yDj/9w5WfEbM3RzJgT4+OVX3Jyf029aCrdrr6eVXfeGt/QwloCAwbSecLFqY6FjcWo+mkexu0hMGA37UYn0gQaUiB/Yow5A3gx8fkpwNtNF6n1Kygu57GXpjBrwWoG9O7EJaeNppe2bBaRHRR1ojjWqdFmsURtpJ4e0hi8nTrR5/6HiKxbi/F68ebXseFFMwutXMHKW3+PEw6Btbizsul1+90tIptIW9KQKRYbgQxg0/CFG9g0Cctaa2vdF2zPUyxC4SinX/MUxWWVxGIWYwwZaV6ev/dc8nLSUx1PRFqhleWrOfejXxOKhavb/G4fzx/+GF3TO6cwmTS3ZdddRWjpEti01onLRfqw4fS86dZUxhJpzeqcYrHN+zLW2ixrrcta6038cSXasuoqjtu7L77/mcqqMLFY/JuXtZZwJMa7X85PcTIRaa16ZnbnjpE3ke/Pw2VcdAzkc9d+f1Bx3MzeWPoeJ713AUe8eSp3T/8HFZHmfWDPiUQILUsqjgEch6of5zRrDpH2YJtTLIwxv7TWPp70uRu42Vr7pyZN1szKyoME/F583p3beKO0PEgsVvNWaCQSo7i0sp4eIiLbNqbbfrxx9LMEYyECbr92IWtmk1d8yt9nbd7g5d3lH7G6Yi0PjL2r2TIYtxtXIA2nqubPE3eOpvCJNLaGzOw/zBjzjjGmmzFmKDAFyGriXM1myaoizr7+GY7/zeMcdcm/ePSFr9me7be3NHpYn1qL/Pt9Hg7at//OBRWRds8YQ5onoOI4BZ5d8FKNDV4iToTZhT+yoaqw2TIYl4sOp52J8W9eJtD4/XQ8+7xmyyDSXmxzBNlae5Yx5nTgB6ASONNa+1WTJ2sGMcfhqrtepaikEgtEY/Dy5Fn06Z7HUWMH79A5u3fO4boLD+GvT36KyxiiMYcLThzJkAHdGje8iAiwoGQxK8pXsUeHQZpy0YSS539vYowh4jTvg5Idjj0BX9dulEx+F+PxkHf0caQP2bNZM4i0Bw2ZYjEA+C0wCRgMnGuMmWGtbfVzBhYs2UBVMFJjxDcYivLGJz/ucIEMcNTYwRwycldWriulW8dsMtJ9Ox9WRCRJ1Ilx05Q7mLZhBi7jIurEuHDwWZw38PRUR2uTju97JI/Ne5pQYhTZZVz0SO9Gt/QuzZ4lc8RIMkeMbPbrirQnDZli8SbwB2vtr4CDgIXA1CZN1Uz8Pg+OU3s6RZq/9law2yvg97Jr744qjkWkSXy86nOmbZhJMBaiMlpF2AnzxLznWFm+OtXR2qTTB/yCY/uMx+fy4jZuBuUO4L4xt2m6i0gb1ZB1kEdaa8sgvqYb8FdjzBtNG6t59OvZgV7dclmysoho4sG6gM/DmcfsleJkItLSRZwI36ydRkWkglFdRzT7jnZT1n5PMGlnPQC3cTG78Ed6ZnZv1iztgdu4uWb4ZVwx9CIiToQMb0aqI4lIE6q3QDbGXG+tvcdaW2aMOdVa+1LSyxOAm5o+XtMyxvD3//sFDzz7Jd/MWEJeTjoXnzKKfYf0TnU0EWnBNlQVcNEnV1ERrcRai4PDHSN/z5huzXfbu292L3wuH2Gn5tzY7hl63qEp+dw+fG7dGRRp6+rdKMQYM91au/eWH9f1+Zba80YhItK2RJ0YLy56jXeWf0imN53zBp7O5OWf8OHKz3HYvKRjljeTt4+ZiMe1c0tFNlRpqIyzP7yU8kg5YSdCwO1nYO4A/nngPbrtLyLScHV+w9zaFAtTz8f1nkxEpK25Z8YDfLDys+qHs37/7Z34Xb4axTHEp1ysq1pPj2Yawc3xZ/P0uH8yafFbLC5bwsjOe3NMn8NVHIuINIKtFci2no/r+lxEpM0pj1Tw/opPaizlFYqFcNUxRmCBfH9eM6aDPH8uF+1+TrNeU0SkPdhagTzMGFNGfLQ4LfExic8DTZ6snagMhtlYEaJzh0yN/Ii0MJWRSkwdxXDAE4ivne5EidkYfrePCwefTcCjb40iIm1BvQWytbZ5JtK1U9ZaHnz2S1776AcA8rLTufOqoxnYTwv9i7QUndI60jmtI6sq1mATN858Li/jex3Cqf2P5/Ul77IxUs7hPQ9ir05Nt1nD6oq1PDLnv/xYPJ9BuQO4bMiFWqlCRKQJ1fuQ3s7QQ3rb9u7n8/jrk58SDEer23IyA7z+0IV4PPrdRKSlWFq2nKu/upnS8EYc6zCs4x7cPeqPpDXTaHFFpIJT3p9AWbgci8VgyPRm8NIRT5Dty2qWDCIibdh2P6QnTejtz+fVKI4BItEYc39ex567aWRIpKXom92bV478H0s3LifNk9bs2zl/tPILQrFI9Qi2xRJ2Inyw4lNO7n9cs2aRmmLl5RivF5ffn+ooItLIVCCnSGZG7XU0HceSHtD6miItjTGGftl9UnLtjZFyos4Wv0zHIpRFylOSRyCyfh2r77ub0PKlGOMi+9BxdL7wEoxbd/9E2oqGbDUtTeDMo/fG79v8+4nH7aJP9zz698pPYSoRaWkO6DYKt6n5rdrr9nBgt1EpStS+WWtZeeefCC1dArEYNhqh7NOPKX67TWwwKyIJKpBTZNjA7tx19TEM7NeZ/Nx0jj5wMH+/8UStZCEiNfTJ6snvhl9GwB0gzZNGwO3nyqGX0D+nX6qjtUuRdWuJblgPdvM62DYcouzjD1KYSkQam6ZYpNDIob0ZOVTbWovI1h3X9wgEg2OaAAATzUlEQVTG9zqYNZXr6ZrWScvJpZDL54M6Hm43Pk2PE2lLNIIsItIK+N1++mb1UnGcYp4O+QQG7Y7xeKvbjN9PhxNPSWEqEWlsKpBFRES2Q4/rbiT74ENxZWXj7dKVzhddStboA1IdS0QakdZBFhEREZH2qs6HvzSCLCIiIiKSRAWyiEiKNMUdPBER2XlaxUJEpJmVhEr58/f38826aQTcfs7c9SQuHHy2lnkUEWkhVCCLiDSz67+5lfnFC3GsQ2W0imcXvkyOP4dTtrJ1dMzGmFu0ALdxMShvAC6jG4AiIk1FBbKISDPaUFXIgpLFRG2sui0YCzFp8Rv1Fsgryldx+ec3UBGtxFroEMjl4bF/oXN6p+aKLSLSrmgIQkSkJdjK9Ipbv7uHgmARldEqqmJVrKlYx90zHmjGcCIi7YsKZBGRZtQpLZ+BuQPwGHd1W8Dt59T+x9d5fNSJMr9kIZbND/Q5OEzfMKvJs4qItFcqkEVEmtk9o29hdNeReIybTG8G5w08nRP7HVPnsW7jJt2TVqs915/T1DFbvVAszONzn+GsDy7his//jxkbZqc6koi0EtooRESkhZu48FX+Pfd/BGMhID7ifN1el3NU73EpTtayXfv1LUxbP5OwEwbi23X/bcwdDO84JMXJRKQFqXN+mx7SExFp4c4YcCLdMrrw6s9v43G5ObX/CezXZZ9Ux2rR1laur1EcA4RiIZ6c/zx/P+DPKUwmIq2BCmQRkVbgoO77c1D3/VMdo9UoDZfhcbkJOzXbi0IlqQkkIq2K5iCLiEib0z+7Hz6Xr0ab3+VnfM+DUxNIRFoVFcgiItLmeFxu7tv/T+T5c0lzB/C5vIzpti9nDDgx1dFEpBXQQ3oiItJmxWyMpWXLyfHl0DGtQ6rjiEjLo4f0RESkfXEbN/1z+qU6hoi0MppiISIiIiKSRAWyiIiIiEgSTbEQkZSJOjGmrZ9BcbiU/TrvTYdAXqojiYiIqEAWkdQoDZVx8adXUxQqxlpLzDr8ccS1HNpzbKqjNZmy8EY2VBXQO6snXpe30c8f27iR8OqV+Lr3wJ2V3ejnFxFpL1Qgi0hKPD7vGdZWrSfqRKvb/vz9/YzpNhK/25/CZA0XioX4cOXnrChfxfD8IezXZR+Mqf1AtLWWh374D5N+fhOPy4PBcOu+NzCm28hGy1L42iSKXnwO4/ViIxE6nHIG+Sed2mjnFxFpT1Qgi0hKTN0ws0ZxDGCMYenGFQzM3TVFqRquIlLJhZ9cyYaqQoKxIC+5X2dst1HcOvKGWsd+vuYbXl3yDmEnQtiJAHDzd3fy+lFPk+3L2ukswSU/U/TS89hIBBuJn79o0gtkDNuLQP+W/28pItLS6CE9EUmJflm9MVssPxl1onRN65yiRNvnzaXvsb6ygGAsCEBVLMhna75hQcniWsd+uOKz6uM2cRsX32+Y1ShZKmd+j43FarTZaJSKmdMb5fwiIu2NCmQRSYlLdj+PNE8Aj4nfyAq4A5za/wRy/K1j7uzc4gWEnFCNNheGxWVLax3bIZCL27hrtef4Gue9unPzMJ6ac5qN14snN7dRzi/xaTI/lSzim7VTqYhUpDqOiDQxTbEQkZTom92bZ8Y9ymtL3qGwqohDe45lVJcRqY7VYMPzh/DlmikEY5uLZAeHQXVMDzml//G8tXQywZiDxeI1HjoFOjK845BGyZI1agwFzz1NLBqBWAzcblyBNLL2P6BRzt/eBaNBrvrqZhaULMJt3ERtjDtG3siYbvulOpqINBFtNS0isgNCsRCXfPo7VpavIeKE8bg8HNV7HNftdXmdxy8oWcy/5z7Fio0r2a/LCC7a/ZxGmX+8SbS4iMJJLxL8aT6B3QaSf/JpeDrkN9r527Mn5j3LUz+9SNgJV7eleQK8c8zEVvNAqYjUq86tplUgi4jsoKgT4+u137GyfBV7dtyDIR0GpzqSNIEJH1/BTyWLarRleNK5f8wdDM3X11yklauzQNYUCxGRHeRxuTmw++hUx5Am1iOjGwtKFmPZPKAUcaJ0TuuYwlQi0pT0kJ6IiMhWTBh0FgG3H7eJ/8gMuP0c3GN/uqR3SnEyEWkqmmIhIiKyDcs2ruT5hZNYW7mecT0P5MDCPIpffoFYWRlZ+x9A/iln4PJrPrJIK6Q5yCIiIjurYuZ0Vt97FzYcX8HEeL2kD9mTHjfdkuJkIrID6iyQNcVCRERkOxRNerG6OAawkQiVc2YTKSxMYSoRaUx6SE9EpA2qiFTy3MKX+WbtNPpm9eaCQWfQO6vndp0jZmNURCrJ9GbgMhpP2SRWXl670eXGqayAfC2tJ9IWqEAWEWljrLVc/sUNLClbRtiJsKB0MZ+v+Zqnxz1Ct/QuDTrHBys+5b6ZD1MVDZLty+LmEdcwqss+TZy8dcg+8GAKX56IDW9eF9mdmYmvx/b9AiIiLZeGBERE2phZhT+yfONKwk4EAMc6hGMRJi1+s0H9F5cu5c7pf2djpJyojVIUKubGKbezoUpTCADyjvsFmSNHYTxejM+Pp1Mnetx0C8alH6kibYVGkEVE2piiYDHG1HzuJGqjrK1c36D+H638nEgsUrPRwhdrvuGkXY5trJitlvF46Pbba4lNKCNWWYG3S9da/94i0rqpQBYRaWP26jSUqBOr0RZwBzi4x5gG9fe7fbhdbhzHqW5zGYPP5WvUnK2dOzsbd3Z2qmOISBPQ/SARkTYmz5/L7/e5Gr/bT4YnHZ/Ly+E9D+LQHmMb1P/I3ofhNu7qzw0Gt8vd4AJbRKS10zrIItJsIk6Er9dOpSJSwagu+9IhkJvqSG1aZbSKhSWL6Zbehc7buevbj0Xz+dusR1m2cQUDc3fld8MvY5fsPk2UVEQkZbRRiIikzoaqAi765CoqopVYwLEx7hh5E2O67ZfqaCIi0n5poxARSZ2H5zxBYbCYymgVVdEqQrEwt027j6gTTXU0ERGRGlQgi0izmFnwAw5OjbaI0/CVFURERJqLCmQRaRZ9snrVarNYOgY6pCCNiIhI/VQgi0izuGzIhaS5A3iMG4Mh4Pbzy8FnE/AEUh1NRESkBq2DLCLNYmDurjwz7lFeX/ouZeGNHN7zIPbqtGeqY4mIiNSiAllEmk23jC5cuscFqY4hIiKyVZpiISIiIiKSRAWyiIiIiEgSFcgiIiIiIkk0B1lEWrS5RT/x7vKP8Lo8HNf3CPppu2MREWliKpBFpMV6b/lH/GXGg4RjYQyG15a8w19G38K+nfdKdTQREWnDNMVCRFokxzr8ffa/CMVCWCwODsFYiL/NejTV0UREpI1TgSwiLVI4FqY8UlGrfU3l2hSkERGR9kQFsoi0SH63n27pXWq0GQyDc3dLUSIREWkvVCCLSItkjOGPI64jzRMg3ZNGuieNLG8m1+99ZaqjiYhIG2estY1+0hEjRthp06Y1+nlFpP3ZGC7nm3VT8RgP+3fdl4AnkOpIIiLSdpi6GrWKhYi0aFm+TMb3OiTVMUREpB3RFAsRERERkSQqkEVEREREkqhAFhERERFJogJZRERERCSJCmQRERERkSQqkEVEREREkqhAFhERERFJogJZRERERCSJCmQRERERkSQqkEVEREREkqhAFhERERFJogJZRERERCSJCmQRERERkSSeVAeQ1isUjvKPpz/nvS/nY4Cjxg7mynMPxOd1pzqaiIiIyA5TgSw77G9Pfcbkr34iHIkB8O4X88DAtRMOSXEyERERkR2nKRayQ6y1vP/l5uIYIBSJ8d4X81OYSkRERGTnqUCWnWAb0CIiIiLSuqhAlh1ijGH8mEE15hv7vG6OOmBQClOJiIiI7DzNQZYd9rvzD8IYeP/LnzBm80N6IiIiIq2Zsbbxb4qPGDHCTps2rdHPKy3Tpv9DxpgUJxERERHZLnUWLxpBlp2mwlhERETaEs1BFhERERFJogJZRERERCSJCmQRERERkSQqkEVEREREkqhAFhERERFJogJZRERERCSJCmQRERERkSQqkEVEREREkqhAFhERERFJogJZRERERCSJCmQRERERkSQqkEVEREREknhSHUBEpCWYW/QT0zbMpFNaRw7tcQB+tz/VkUREJEVUIItIu/fY3Kd5fuEkIk4Un8vLYz8+xX8PfZAcf3aqo4mISApoioWItGsbqgp5dsFLBGMhYjZGVSxIYaiY5xZOSnU0ERFJERXIItKu/Vy2FK/LW6Mt4kSYXTg3RYlERCTVVCCLSLu2S3YfIk6kRpvXeBiaPzhFiUREJNVUIItIu9YprSOn73oiAbcfgyHgDpAXyOWsASenOpqIiKSIHtITkXbv10MmcEC3UUxbP4NOaR05rOeBpHkCqY4lIiIpogJZRAQYmj9Y0ypERATQFAsRERERkRpUIIuIiIiIJFGBLCIiIiKSRAWyiIiIiEgSFcgiIiIiIklUIIuIiIiIJFGBLCIiIiKSRAWyiIiIiEgSFcgiIiIiIklUIIuIiIiIJFGBLCIiIiKSRAWyiIiIiEgSFcgiIiIiIkmMtbbxT2rMBmBZo59YRERERKTxFFhrj9yysUkKZBERERGR1kpTLEREREREkqhAFhERERFJogJZRERERCSJCmQRaXGMMTFjzMykP/+3g+d50hhzyjaOuc0YM27HktY616fGmBFbtN1qjLlri7bhxph523He43f036CxGGMGbvE1KTPGXJV47V5jzHxjzGxjzKvGmNx6zvFbY8wcY8yPm/omvXaFMeanxGv3JNrGJM451Riza6It1xjzvjHGNPV7FpH2Sw/piUiLY4wpt9ZmNsJ5ngTesta+vPOpGnS9T4FrrbXTktoGAu9aa3dJarsbqLDW3t6Ac3qstdGmyLujjDFuYBWwn7V2mTFmPPCxtTZqjPkLgLX2hi36DAEmAiOBMPAe8Gtr7UJjzCHA74FjrLUhY0xna+16Y8wrwA1AX+BIa+01xpi/Am9Yaz9rprcrIu2QRpBFpFUwxuQkRhgHJj5/3hhzceLjcmPMX40x040xHxljOtXR/4+Jkcg5xph/bxqBTB5lNsYsNcb8KXGeH4wxgxLtGcaYJxL9ZxhjTki0pxljJiZGOV8A0ra8rrX2J6DEGLNfUvNpwERjzMWJc84yxkwyxqQnZbrfGPMJ8BdjzAXGmIcSrx1njPk2keNDY0yXRPutiYyfGmN+NsZcmfTez0tknGWMeTrR1ilxzamJP2O248txGLDYWrss8R4nJxXxU4CedfQZDEyx1lYmjv0MODHx2q+Bu621ocT51ifaI4l/03QgYozpD/RQcSwiTU0Fsoi0RGlb3M4/3VpbClwOPGmMOQPIs9Y+ljg+A5hurd2beOF1Sx3nfMhau6+1dgjxouvYeq5dkDjPI8C1ibbfEx8h3Rc4BLjXGJNBvLCrtNbuCfwZ2Keecz4PnAFgjBkFFFprFwKvJDINA+YBv0zqsxswzlp7zRbn+hIYZa3di/iI7PVJrw0CjiA+SnuLMcZrjNkjkf/QxHV+mzj2H8DfEu/pZOA/iXwjjDH/qed9bHJG4j3V5ULg3Tra5wAHGmPyE78IHA30SnqvYxOF/2fGmH0T7XcB/wauAh4i/m/8h21kExHZaZ5UBxARqUOVtXb4lo3W2g+MMacCDwPDkl5ygBcSHz8DvFLHOQ8xxlxPfDSyA/Aj8GYdx23q+z1wUuLj8cDxxphNBXMA6A0cCDyQyDbbGDO7nvczEfjaGHMNNYvLIcaYO4BcIBN4P6nPS9baWB3n6gm8YIzpBviAJUmvvZ0YhQ0ZY9YDXYBDgZettQWJnEWJY8cBuydN5c02xmQlpodcVM/7wBjjA44Hbqzjtd8DUeDZLV+z1s5LTL/4ACgHZiWOhfjPojxgFLAv8KIxZhdr7cxEG8aYA4HV8Q/NC8RHl6+x1q6rL6uIyI5SgSwirYYxxkX8Vn0V8SJ3ZT2H1ni4whgTAP4JjLDWrjDG3Eq8yK1LKPF3jM3fIw1wcmK6RPJ5a12rzjDxay4FDiI+Wjs68dKTwC+stbOMMRcAByd1q6jndA8C91tr3zDGHAzcWkf25PymnowuYLS1tmpb+bdwFPHR+hqFqTHmfOKj8ofZeh5usdY+DjyeOP5ONn/9VhIfTbfAd8YYB+gIbEgca4CbgdOJjyTfQnxe8pXER8dFRBqVpliISGtyNfGpCGcCTxhjvIl2F7BptYqziE9DSLapGC4wxmQmHdtQ7wNXJM1b3ivR/jlwdqJtCLDnVs7xPPA34nN3NxWGWcCaxPs4u4FZcog/IAdwfgOO/wg4zRiTn8jZIdE+mfiUFRLttUbs63EmW0yvMMYcSfxhuuOttZX1dTTGdE783Zv46Pym87xGfKQbY8xuxEfGC5K6nk98dLyY+B0AJ/EnvYGZRUS2i0aQRaQlSjPGzEz6/D3gCeK3/kdaazcaYz4nPqp4C/HR1j2MMd8DpcRHGqtZa0uMMY8BPwBLganbmed24O/A7ESRvJT4aOkjwH8TUytmAt9t5RwvEZ/3e0VS2x+Ab4FliWxZDchyK/CSMWYV8Qfi+m3tYGvtj8aYPwOfGWNiwAzgAuKjrw8nsnuIF/uXmvgydZdaa2tNs0jMHT4c+NUWLz0E+IEPEr9DTLHWXmqM6Q78x1p7dOK4SYlCPQL8JlHwQvxr+4QxZg7xFS7O3zQKnbjm+cSnuQDcD0xKHHfmVv+lRER2kJZ5E5FWzzTSsnAiIiKgKRYiIiIiIjVoBFlEREREJIlGkEVEREREkqhAFhERERFJogJZRERERCSJCmQRERERkSQqkEVEREREkvw/eKrxT2GQ2FgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ev1, ev2 = pca.explained_variance_ratio_\n",
    "ax = plt.figure(figsize=(10, 6)).gca(title='2D Projection', \n",
    "                      xlabel=f'Explained Variance: {ev1:.2%}', \n",
    "                      ylabel=f'Explained Variance: {ev2:.2%}')\n",
    "ax.scatter(*features_2D.T, c=data.label, s=25, cmap=cmap)\n",
    "ax.set_xticklabels([])\n",
    "ax.set_xticks([])\n",
    "ax.set_yticklabels([])\n",
    "ax.set_yticks([])\n",
    "sns.despine()\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Perform DBSCAN clustering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Density-based spatial clustering of applications with noise (DBSCAN) has been developed in 1996 and awarded the ‘test of time’ award at the KDD conference 2014 because of the attention it has received in theory an practice. \n",
    "\n",
    "It aims to identify core- and non-core samples, where the former extend a cluster and the latter are part of a cluster but do not have sufficient nearby neighbors to further grow the cluster. Other samples are outliers and not assigned to any cluster.\n",
    "\n",
    "It uses a parameter eps for the radius of the neighborhood and min_samples for the number of members required for core samples. It is deterministic and exclusive and has difficulties with clusters of different density and high-dimensional data. It can be challenging to tune the parameters to the requisite density, especially as it is often not constant."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:39.688336Z",
     "start_time": "2020-06-18T22:37:39.567489Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clusterer = DBSCAN()\n",
    "data['clusters'] = clusterer.fit_predict(features_standardized)\n",
    "fig, axes = plt.subplots(ncols=2, \n",
    "                         figsize=(14, 6))\n",
    "\n",
    "labels, clusters = data.label, data.clusters\n",
    "mi = adjusted_mutual_info_score(labels, clusters)\n",
    "\n",
    "axes[0].scatter(*features_2D.T, c=data.label, s=25, cmap=cmap)\n",
    "axes[0].set_title('Original Data')\n",
    "axes[1].scatter(*features_2D.T, c=data.clusters, s=25, cmap=cmap)\n",
    "axes[1].set_title('Clusters | MI={:.2f}'.format(mi))\n",
    "\n",
    "for ax in axes:\n",
    "    ax.axes.get_xaxis().set_visible(False)\n",
    "    ax.axes.get_yaxis().set_visible(False)\n",
    "sns.despine()\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Compare parameter settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:39.898891Z",
     "start_time": "2020-06-18T22:37:39.689244Z"
    },
    "scrolled": false,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "eps_range = np.arange(.2, .91, .05)\n",
    "min_samples_range = list(range(3, 10))\n",
    "labels = data.label\n",
    "mi = {}\n",
    "for eps in eps_range:\n",
    "    for min_samples in min_samples_range:\n",
    "        clusterer = DBSCAN(eps=eps, min_samples=min_samples)\n",
    "        clusters = clusterer.fit_predict(features_standardized)  \n",
    "        mi[(eps, min_samples)] = adjusted_mutual_info_score(clusters, labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:40.255651Z",
     "start_time": "2020-06-18T22:37:39.899762Z"
    },
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = pd.Series(mi)\n",
    "results.index = pd.MultiIndex.from_tuples(results.index)\n",
    "fig, axes = plt.subplots(figsize=(12, 6))\n",
    "ax = sns.heatmap(results.unstack(),\n",
    "                 annot=True,\n",
    "                 fmt='.2f',\n",
    "                 cmap='Blues')\n",
    "ax.yaxis.set_major_formatter(ticker.FormatStrFormatter('%0.2f'))\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Run again"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:40.338453Z",
     "start_time": "2020-06-18T22:37:40.256502Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clusterer = DBSCAN(eps=.8, min_samples=5)\n",
    "data['clusters'] = clusterer.fit_predict(features_standardized)\n",
    "\n",
    "labels, clusters = data.label, data.clusters\n",
    "mi = adjusted_mutual_info_score(labels, clusters)\n",
    "\n",
    "fig, axes = plt.subplots(ncols=2, figsize=(14, 6))\n",
    "axes[0].scatter(*features_2D.T, c=data.label, s=25, cmap=cmap)\n",
    "axes[0].set_title('Original Data')\n",
    "axes[1].scatter(*features_2D.T, c=data.clusters, s=25, cmap=cmap)\n",
    "axes[1].set_title('Clusters | MI={:.2f}'.format(mi))\n",
    "\n",
    "for ax in axes:\n",
    "    ax.axes.get_xaxis().set_visible(False)\n",
    "    ax.axes.get_yaxis().set_visible(False)\n",
    "sns.despine()\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### DBSCAN in python"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "source": [
    "#### Recursive dbscan "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:40.342215Z",
     "start_time": "2020-06-18T22:37:40.339343Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "def run_dbscan(point, members):\n",
    "    members.add(point)\n",
    "    neighbors = kdtree.query_radius(atleast_2d(data_[point]), eps)[0]\n",
    "    if len(neighbors) < min_samples:\n",
    "        return members | set(neighbors)\n",
    "    else:\n",
    "        for neighbor in set(neighbors) - set(members):\n",
    "            members.update(run_dbscan(neighbor, members))\n",
    "    return members"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "#### Dynamic Plotting "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:40.358919Z",
     "start_time": "2020-06-18T22:37:40.343153Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "def plot_dbscan(data, assignments, axes, delay=.5):\n",
    "    for ax in axes:\n",
    "        ax.clear()\n",
    "    xmin, ymin = data[['x', 'y']].min()\n",
    "    xmax, ymax = data[['x', 'y']].max()\n",
    "    data.plot.scatter(x='x', y='y', c=data.label,\n",
    "                      cmap=cmap, s=25,\n",
    "                      title='Original Data',\n",
    "                      ax=axes[0],\n",
    "                      colorbar=False)\n",
    "    plot_data.clusters = plot_data.index.map(assignments.get)\n",
    "    db_data = data.fillna(0)[data.clusters.notnull()]\n",
    "    db_data.plot.scatter(x='x', y='y',\n",
    "                         cmap=cmap,\n",
    "                         colorbar=False,\n",
    "                         xlim=(xmin, xmax),\n",
    "                         ylim=(ymin, ymax),\n",
    "                         c=db_data.clusters,\n",
    "                         s=25,\n",
    "                         title='DBSCAN', ax=axes[1])\n",
    "\n",
    "    display.display(plt.gcf())\n",
    "    display.clear_output(wait=True)\n",
    "    sleep(delay)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "#### DBSCAN Execution "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:40.367479Z",
     "start_time": "2020-06-18T22:37:40.360064Z"
    }
   },
   "outputs": [],
   "source": [
    "eps, min_samples = .6, 5\n",
    "data_ = features_standardized.copy()\n",
    "kdtree = KDTree(data_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:40.376141Z",
     "start_time": "2020-06-18T22:37:40.368911Z"
    }
   },
   "outputs": [],
   "source": [
    "to_do = list(range(len(data_)))\n",
    "shuffle(to_do)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:40.385939Z",
     "start_time": "2020-06-18T22:37:40.377377Z"
    }
   },
   "outputs": [],
   "source": [
    "plot_data = pd.DataFrame(data=np.c_[features_2D, labels],\n",
    "                        columns=['x', 'y', 'label']).assign(clusters=np.nan)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:40.394808Z",
     "start_time": "2020-06-18T22:37:40.387087Z"
    }
   },
   "outputs": [],
   "source": [
    "n_clusters = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:53.240542Z",
     "start_time": "2020-06-18T22:37:40.396048Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(ncols=2, figsize=(14, 6))\n",
    "for ax in axes:\n",
    "    ax.axes.get_xaxis().set_visible(False)\n",
    "    ax.axes.get_yaxis().set_visible(False)\n",
    "sns.despine()\n",
    "    \n",
    "assignments = {}\n",
    "while to_do:\n",
    "    item = to_do.pop()\n",
    "    neighbors = kdtree.query_radius(atleast_2d(data_[item, :]), eps)[0]\n",
    "    if len(neighbors) < min_samples:\n",
    "        assignments[item] = 0\n",
    "        plot_dbscan(plot_data, assignments, axes)\n",
    "    else:\n",
    "        new_cluster = run_dbscan(item, set())\n",
    "        to_do = [t for t in to_do if t not in new_cluster]\n",
    "        for member in new_cluster:\n",
    "            assignments.update({member: n_clusters})\n",
    "        n_clusters += 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### HDBSCAN"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hierarchical DBSCAN is a more recent development that assumes clusters are islands of potentially differing density to overcome the DBSCAN challenges just mentioned. It also aims to identify the core and non-core samples. It uses the parameters min_cluster_ size, and min_samples to select a neighborhood and extend a cluster. The algorithm iterates over multiple eps values and chooses the most stable clustering. In addition to identifying clusters of varying density, it provides insight into the density and hierarchical structure of the data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following figures show how DBSCAN and HDBSCAN are able to identify very differently shaped clusters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:53.249046Z",
     "start_time": "2020-06-18T22:37:53.241524Z"
    }
   },
   "outputs": [],
   "source": [
    "clusterer = HDBSCAN()\n",
    "data['clusters'] = clusterer.fit_predict(features_standardized)\n",
    "\n",
    "labels, clusters = data.label, data.clusters\n",
    "mi = adjusted_mutual_info_score(labels, clusters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:53.335052Z",
     "start_time": "2020-06-18T22:37:53.251111Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(ncols=2, figsize=(14, 6))\n",
    "\n",
    "axes[0].scatter(*features_2D.T, c=data.label, s=25, cmap=cmap)\n",
    "axes[0].set_title('Original Data')\n",
    "axes[1].scatter(*features_2D.T, c=data.clusters, s=25, cmap=cmap)\n",
    "axes[1].set_title('Clusters | MI={:.2f}'.format(mi))\n",
    "\n",
    "for ax in axes:\n",
    "    ax.axes.get_xaxis().set_visible(False)\n",
    "    ax.axes.get_yaxis().set_visible(False)\n",
    "sns.despine()\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Alternative Dataset "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:53.378905Z",
     "start_time": "2020-06-18T22:37:53.336838Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "alternative_data = np.load('clusterable_data.npy')\n",
    "fig, ax = plt.subplots(figsize=(12, 6))\n",
    "ax.set_aspect('equal')\n",
    "ax.scatter(*alternative_data.T, s=20)\n",
    "\n",
    "ax.axes.get_xaxis().set_visible(False)\n",
    "ax.axes.get_yaxis().set_visible(False)\n",
    "sns.despine()\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Compare DBSCAN & HDBSCAN "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:53.390106Z",
     "start_time": "2020-06-18T22:37:53.379896Z"
    }
   },
   "outputs": [],
   "source": [
    "dbscan = DBSCAN(eps=.02, min_samples=10)\n",
    "db_clusters = dbscan.fit_predict(alternative_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:53.424470Z",
     "start_time": "2020-06-18T22:37:53.391253Z"
    }
   },
   "outputs": [],
   "source": [
    "hdbscan = HDBSCAN(min_cluster_size=15, gen_min_span_tree=True)\n",
    "hdb_clusters = hdbscan.fit_predict(alternative_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:53.429643Z",
     "start_time": "2020-06-18T22:37:53.425412Z"
    }
   },
   "outputs": [],
   "source": [
    "cluster_sizes = pd.DataFrame({'HDBSCAN': pd.Series(hdb_clusters).value_counts(),\n",
    "                              'DBSCAN': pd.Series(db_clusters).value_counts()})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:53.729897Z",
     "start_time": "2020-06-18T22:37:53.430419Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cluster_sizes.sort_index(ascending=False).plot.barh(subplots=True,\n",
    "                                                    layout=(2, 1),\n",
    "                                                    figsize=(8, 8),\n",
    "                                                    legend=False)\n",
    "sns.despine()\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:53.845228Z",
     "start_time": "2020-06-18T22:37:53.730946Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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esTuWS3Veu5oBvEqW3zk51lPvdQnQRV/5bLlIvlWwLV1pciVd4cz47p5H36hhu/gMhWncfcX/8QNJIn6TYt3m6EhEFnL6mM9QTG/xaIPYPwp1i7rttitR38jVePZwt69KiP6htebNG7l2kb735/McHo4QMPdmsd3VmqbtEvQZd9299xmKPzo1zsXVEn7T4JFdrnkjdlc86Ot6JqPoPdez1XbGK1ozn69JgC7EunLDJlezGIkGiGyhz7jtaja8n7DdvSnso7XmzetZ5go1DKX4xrERJu6y+2Ioxek9XDDoFKkIK8TWRDfswCggEZJhVOxvWmtWyg20hon41gqY3V6Ub6+K9JXqFr+6vIbluCRDfr57auyuWXixoI+nD/VXuXe39W8oY7kQDzYc8XMzp7y2zoaSFHch1q2VG7xyNd0+G/Ti6fEHFjE7OxFnvlDDdjQhv8GJkei2f+9Ozq+nK00Wi3W09gqNvDOX46Wz/d+HtGY5vHx5jVLDZjQa4FsneuvIQD/RWlO1HEI+854ZFqL/BX0m3zoxyidLRYI+gyenh7p9SUJ01ds3c8zlawCMRgN88/jofcdYpRRPHEjy4WIBgFNjMYK+7aUe7/T8+kdLRRq2V5W9WLe4nq32VHr9Tl3PVnj7Zg6AJ6eHOCV1U3bMdlyajibsv3uGhRgMp0ZjWI5muVjn4FCYw1vs8LBXJEAXXXM5XW6nuAFcz1V5dCp538fEgj5+em6KmuUQCZjbWim2HZdXrqZJV5okQz6+c3Jsy5MCQyk2ru8bDMZN+9OlYruqaa7a5Gq60pcZAN1mOy6/urRGqWFhGIrvnhzvudVY0Tmj0SDfOtG9qs5C9ApXa65lb7WuWi03qNsu4QdkxJ0ej3MkFcHVPPB7b7dSqvP6bAbb1ZybjD9w3rCRuu2jQQjAXK15+2au3QL4g4U8R1MR/Ht0ZGCQLJfqvDabQWvNRDzIC8dGJSNhQCmlOD+Z4PxkotuXclfy7u0RdcshX7PaKUqDxnLcO/62eNDr6wleW7PYFs8IrX/vdm+al9Pldm/yYt3m06Xilh+bivg5MhxGAX5D8dxMf6W+3YurdXvhQQOD+erbfTfyNUpNG0eD5Wg+au0MCSH2D601hZpFdUDbMrpaYzmbe4IrvD7d6wyltnyWPOgztx2cA/z+RharVWX985USpW20znpiOtk+pjIS9XNkQKp6y9jdGe/P5XFcjathrdxkrdz9Cv5if5Id9B6wWKjxu1Zv9XjQx/dOjQ9MiqyrNa9eTbNSauA3Db5zcqy9s3h2Ik7NslktNzmYDN13oKw2bVbKDZIhP6kdFnFYv+mCN5gtlepbfqxSimcPp3j64DCG2v22MHvl/FSCxWKdpuMSC/g4toMjA4NuK+fzzdu+Pijv30GjtabYsAmaBqFtBgYN26HUsEmG/LIzJe6gteb1axmWiw00mqcODnFyAFKn12WrTX5zZQ3b0RxIhnj+6AiG8nagv3V8lHfmvB3cLx0cuu/9b7XUoGo5HEiEdtymdmPmnashU2lsuQhYNODjpbOTuHpw7tOGUjw1PcQHC3kAzk8m5B51G93ajHjgWL7hNaEZnNfIoLEcl0rTIR70bfs5KtQttIZkyNfTc3kJ0HvAh4sFr5KghlLDZrlUH5jq0fP5GulKEw00HZc/zOf59kkvNdQ01JbaE5UbNj+/sNLuSfrVIykO7uCsyKGhCJ8sl9oflxrOtoujDdrNOhrw8dPzU/etaLtf2a7LK1e8IxHxoHck4l67PYeHw9zMVVko1okFTJ6c3nrKpdgbrtb8tvV8gubLMykOb3H3LFdt8uvLa4B3D3jxzMSWilqK/aNYt1kuNtpVgT9aLAxUgP7eXA7L8f62lVKD5WKdA615ynAkwPdPTzzwZ3y+XOTTlZKXiWYa/OiRiR0FkhOxIHOFWwvsi4U6R1JbX1xWSrWz9wbFqbEYR1MRNOxZNfx+sVpq8OpsGsfVnB6P3bduyHOHh/nt1TQN2+VYKtJTVb2FJ1dt8vLlNTRe9s73T09syuK5nw8W8lxeqwAwMxzmuZnebZEqAXoP2HgzHbSbayfivcViHUff2v2+tFbeUYAeDfowFbTmGIR8Rs+dLXJcveeLAIZS295N3A+upivkWkciyg2bT5aKPHv47kcbDKV44fjojgoQir2RqTTJVJvtAOqDhcJdA/RywyZTbZKKBNq7cl+sltodIxxXcz1b4exEb55bE93hMxV6Q6KxX4pt3uFyurJh99slXWkyldh+L/oDyTALxbq3C67ouXam3aqmLrvmd/f7G9n2/fvyWoVjqSjJe9SIGY4E+JNHD8hY3sM+XS5itZ5PbTncyFXvKIqotWal1MByNQcSIUxD4WrNxdVy+y59PVfliemhLQf3e00C9B7w3EyK166mqVoOJ0ejjMWC3b6kjplOhhmNVlgpNQiYBk8f3H7F43iwlYaiNYZix8W3fIbiWyfGeG8+j6nY0u79Xqk2HV6+vEq56TAWDfDNE2P4Bmy3vt9sPJPvZW88+JRfLwzoVcthIV8jFvTtaPI7qHymYuNTGLjLFlq2tVOu8J7z75wYYyQaIOQzMZSXTmsotl1xWgy+aMDHU9NDfLRUwG8YPH9spNuX1FFfOjTMK1fWsBzNZDy4o3tLIuSjZjntbLhYYGfvo6OpCMW6xXyhzngs0FN9ymczFd6d86qpP31waCAqxPe7jQtnKLZU66kXxvKVUp1i3WYqEdpyjab9IGAa7TEapfDfZa78/ny+XbwyHvTxR6fHUXgZcOuLNesf9yp5xntAPOjjR2cnu30Zu8JQXlBsOy6msbOKqVOJEE8cSDCbqTISCfD4gZ2nD4/FgvzgzINT8fbax0sFKk0H8IKEa9lKX6dHZqtN8jWLiXiQaKA/bzPHRqJczVQoN2wCpsG5Hq30uVHdcvjZF8veLpVSnJ+My05vy3A4wNmJGF+slgn6DL5y5M4A6nq2uul862y2wkg0wKNTCQp1i0y1yXQizNHUYBSWEp11cizGyQFtb5WKBPjTRw/guBrfDndqv3okxbtzeSpNm3MTiQe2Vb0XpRRPTA/xxPSOHr5rXK15d+5WNfX35/McTUV7Ogi4H1drFgpe+7zpZLjnMg636plDw7xxLYtGc3go3BcdVq6ky/xhoQBa89Gi4gePTPTtXKrTHj+QJF+3KNRsphMhZu4yHs9mKu1s2WLDbtePeeHYCG/dyOFqzbOHh3t6I0yebbEndjqgrzs1FufUWO+sknfaHdXU+7gk60KhxhutoocAL56Z2HIBn14SMA1+eGaCeut8fj9MTtYqTVzdOsahNbOZqgToG5yfSnL+Pi2Z4kEfplI4WmMqSLZet37TkLZqYt9TSuF7iMPbQZ/J80cHK7NgI603j91eFpbm9uZu/eLVq+s1O2A0Wunbe+B0MsyfPnYAx3X7JvtpNrNhsVjBcqnB8ZH+m0fthpDffGDNi0jAt6m7Q7j1vE/EQ/z0/NSuXl+nyLMtxA4tF+u8fdNLZXtuZpjJ+M7TiR+bSrJSatB0XBJBX1/v0F1Jl9tFDw3lBexn+rS3ulJqR22AuiUR8rUniIby2gOKrTsxGqXStFks1plKhDgxoLuhQgiPbu16z+XrpCJ+vnZ0ZMd1gExD8eR0kg9bbTYfm0ri69NaBJbjslJqtDcOVkoNLMft23PuPkPhM/pnLE9F/ORrzdZiOwz1WJ2FXvfN46O8czOH5bo8cSC5444R3SQBuhA74GrNa9cy7RXO12Yz/PljB3a8yxoLDk419aFwgJVSA0d7AW6iD3fP+1Uy5OdrR1NcXC2TCPke6jjIftSrqbNCiN1xPVfleraGozWr5QYfLxb40qG7FwPditPj8Xa70n4NZsFbbPCbBs1W3/uAafR0OvCgeXJ6CEMpcrUmJ0ZjjESlmvx2xIK+dseofiUzZyF2wHE17sZerK7edsu22w1KNfXzkwlsxyVdbTIzHGm34uk2V2ven8uzXKozGQ/x9KGhvkhb367pZHhg2jQKIcRuathuu4iYq6FmOQ/9M/s5MF9nKMV3To7xh3mvt/rTB4d6ZuOgULd4+0YWy9E8dXBoIIuhmobiqR0UVRaDQwJ00XPWd6UfprBKw3Z4bTZDoWZxaDjMs4eGOzq4+E2DYyMRrme9AipHRyJ9m8rWaaahePohdiB2y+W1MteyXuGQa9kKiZCP032aer+XbMflo6UilYbN6fEYEw9xlEMIsT9orbFdjW+HxWHXzeervDuXRyn48uEUkx0OxmaGI3yxcquNotTsuGUo7O/JXchXr6bbRXVfn83wx+en+jKFea9lKk0+XykS8pk83qdp3/uJBOgPMJup8N58HkPBVw6nmN5B/22xdVfSZd6fz6M1PDGd3PHZ5Q8WCmQqTTRwI1djKh66a8/jh/HMoeF2pfV+qAq635Wbdruqp6Oh3Hz4nZJOqFkOTdslEfL1zA7FRm/fzDFfqOFqr1DNDx+ZGKiWL0vFOouFGmOxYMfvEaI3OK7mtdk0K6UGwxE/3zw+1rO9bweB42peubJGutIk6DP47qnxHRUKdVzNm9ez7fv269e8o2SdvE+G/SY/PjtJvmYRC/r6qubIfnV7lkPDdroebGqtKdZtAj6jJ19DDdvhN1fWsF2NUlBsWHzn5Hi3L6tjHFdzca1E3XI5ORbry8LEt5MR6j4sx+XduRyOq7EczRvXs1vqhbybbmQrvHE9w5V0uevX0mmu1rw/n8f16ovx4WIBq3X+abu8tLUWDY0d/pz7UUoxHAkwHAn0ZGAlNjs2EsVneD0zfYbieOucYDfdyFb4158t8YtLq7xyJb2l/qx7LVNtttsGGQqKdau7F/QAlabNxdUSC4XaA++Rq6UGr89muJSu8NaNHLOZyh5dpdhLVzMV1spewatczeLT5WJXr8dyXD6Yz/PWjSyFWm+/n3biRq5Ktmqhgbrt8tFCfkc/x3E17u0f78It0m8ajMWCPRlYiTudHI1htsbxVMTf9QVjV2t+cyXNLy6u8q8/W+JmrtrV67mbcuPWoobW3n2w1y0W61xYLW2qxn4vb17P8MlSkYtrZX55cYWm3fk5/17r/yWGLSrVLWqWy0g0sOXU6dsny+utsLoVii0Uarw9l8dxNQuFOgo43trB1Vozl69RbNgcTPZHn8cHeZh/53OTcVbLDcArbnJ4qDs7Y67WzGYqNB2Xo6moTAC6aDgc4EePTJCrWQyH/UR6oKfoB4vFdku0TLVJttpkNBrs9mVtMjMc4eKatyCoFD1drKZmOfzswgqOq1FKcW4ift/+9auVhtdxAHC0ZqlYbxd4Er3H1drblTUNktsY4yzHbQd6WnvHNrrp9dkMa5UGrob5Qo2fnJtqVw5v2A5XM1V8hmovKvab22PoncbUAZ/B8VSUa1kv4Dk11r2e4qW6xc18jWjAx8xwWBblu+jJ6SSHhsLYrmYiHuz6c5GueGP3+ljy4WKh57KxkiEfflPham9sPNTj2cCX1sp8uFhAa80nS0V+cOb+mXsr5UZ78U5rL0Ng1Ndbc6nt6v4MdQ9cy1Z496Z3hikS8PrnbWXQC/pMTo7FuLxWBryWGd0sKpWuNNvnsx1Xs1pucnzU+9qF1TKfLBdxXM0XK6W+7D1tKMXTB4faKe6PH0juuNjKaDTIT85NUmk6JEL+HU9yLMfl85USDdvlzHiMxDZbXbxxLctSsY6rNRdXy7x0bqovJ1yDIhLw9URgvi5gKtYXsrUGv2GgtabcsPGZvZEq99hUglTET6XpcHgo3NN9ZNfKDbT2ij2hNdez1fsG6OPR4Ia+52ogiw0NCldrXr68Rr5moTU8OpXgkYmtHYE6PhLlSrpCw3ExleLsfV4Te2FjVorWUG7YpCIBXK35xcXVdgrvfL7Wk2eAH+TIcITZTIVMK8X9iemdF7v60qEhTo3HULDt8XejTKXJlXSZeMjHmfH4tuZyVcvh5xdXsV2NaSgKdUs6ZHSRUoqxWO8EX35TsXE/b33eajsulaZDNOjr+rzPZxq8eHqCG7kqQZ/JzHBvB+jXspV2vKMUrJYb9w3QJ2JBFot1XO19fyLY/5uUvTNT3UWfLpfafZmrTYfVUn3LlaWfmh7izFgcpej6ZHkqEeLiark9mWg0+W0AACAASURBVNy4AnYzX22/mDXeRLXfAnSAE6Mxjqa8HayHXSkP+syHDiZev5ZhrbUydzNf5afnpra1aLBcqrdXVW1XU6pbDEd6dwdS7K2vHhnhtdk0Ddvl3EScRMjHm9ezLBTqaDRPHxzixGh3e3F7q+29tRtwL0Nh/6Y+8A/a7R+PB/n6sREWWmfQZzq065GtesV4wj6TRw8kd9xXWdySr1nka1a7mNfnK8UtB+ih1jnjquUQ9ptdnyxPJUIsFryFW5+hSIS8sbradKhbbjt4Xyk3Wpkr/bWoaxqK754c60iROKUUyYfsAV1u2Lx8ZQ3H9eZOlYbDM4e3Xsg0U2m2/99xvWxFCdDFuuFwgLOTcb5YKRHyGXx1JkW5YfPLi6s4rff4909PEAl0N4YI+c2+KYw7GglSqFm3+sA/IGPqq0dGNp1B70RNAt3aWFutNDg0FG7HJnul/yK4HYj4DVrZzmjNtltZdftNtW48FuRbJ0ZZLtUZjQY37fZMxDa/mIcj/bt6tNspbMulOm9ey+JozZPTyfsGQJnK5p2OUmunY6uGw/72bolSdP2slOgtQ2E/Pzk31f64WLdYKNxa1PlwodD1AL2fJEJ+vn7MG6gTQT+PHXjwTulUItTRnfO65fDyZa8Yj6Gg2LD51on+2wXtNUGfsWmXKrTNxVfTUD2zaP3VIymuZio0bLeVxu5NJtcXDxxHo4Bk2N93wfk6pRR+c/euXWvNO3M5rmerRAM+vnl89J7ja75mtY/MOVqzUq5v63cNhf3tNH1TwXhMFtnFZucnE5zfkJnz3lyuXfvIcTVX0mUek0WdLXtiOonP8M7KnxiNPXDebRqq4x0YLqXLfLxUwGkVyA2axp62De6N0WqXfXkmxZvXs1SaNo9MxLcVYHWa1pqG7RLwGTtKlx+LBe+a2vNYKx08X7c4nooyHJYB5F7euJah2SoL+/58nkP3SdudiAdZbqXNmIYisc0J3gvHRvl0uUjDdjk7ER+I/qhi9/gM1e7JC+DbxQnuoOp0wL1d5eatgjau9nbTxcOLBnw8c3iIjxeLBH0GXz2S6ur12K6L67KjnRpDqXYHkI1MQ/FHp8f5bLmIaSgenZKWX/eyVKxzM+d1lyg1bN6bz/PN9TN/t9k45zOVYnqbk+x40FsAuJwukwj6ObvFzA2xf/lNA0N5Y4Ch2NXFqkFkGorHH+JoTCeslZu3Ov+4mmzNkgC906IBH9871f12Ag3b4ZcXV6laDiGfyR+dHu9Y2ryh1H3PWopbnNvKwNqu5l6nmb52ZIQr6TJNx+X4SBTfNgPsgM/gqYPdvcnsB5bj8vsbWXJVi5nhMI8fSPblzlMk4OPJ6SE+WizgMxTPHx2hULd49WqauuVyaiz6UOc5xe5LtmperBfjObiHA/qgO5qK7nma4d3czFX5/Y0sGq+i9NMdvMfHgj6em+nu4kM/sG4bx+/X8SUS8OZb17NVYkEfx1LbP8oyHgsy3kPnngfVaqnBO3M5lILnDg/3XNHUrTo7ESddaZCpNBmLBTk55qXAf7pcxG8qvn5slBE57tjTZobC7aNIRhdq1OyLAL1XXFwrU2k6aLxqw1+slCR464LHDyT5cLEAwJFUhOh9ioaZhrrrmR2tNdeyFVbLTQ4Nhbe9It9vmrbLtWwF01AcTXWvku69fLhQaBXjg0vpCqPRIAd7vErpvZwai3Fq7Nbu2i8urlBp9Wy/lK5waCjS05XU9zu/afDimQmuZ6uEfAYzOwgGRG97Zy7XPvp0NV3m9FhMji/tselkmFjQa8GkgCcekD6cDPnvem68YTt8vlLCcTVnJxI9c6Rxt6QrDVZLDUZ7cMHBcTWvzqbbdSZ+eyXNn3W47/1e8ZvGpj7jpYbNJ610advVvHktw0sbjreJ3nNoOILfZ5CtNpmMh/Y8+1pGlD1koFCKDUWMun/TubBS4nquylg0wBPTQz0XeO2G0+NxDg9HcFy940nV1UyFP8wXcLTmZq7GC8dHmIwPZgVoV2t+eWmVStNGoZjL13ruTG2laW+oFaCpWs79H9BHLOfWTpHi/jtFeyFdafDabAbL8Y5tPDol5+puF/abWy5gJvqPgWK9eZjGqy/STXXL4b25HFXL5fxkfE/TMLvFK7w1TrlhE/KbOy7E+OvLa5Tq3rGU+UKdn5yb7Im52W5YKzd45Uq6vSP4/NFUT71WHFe366+AF8i62jv33+8sx2VjAHB7Bshe01rzwUKBS2tlQn6DbxwflaOxdzEZD3Vtbt/3B2JdrdF6d17ot/dBf1inxmPtaqTxkI9HJrpb/GmhUOPj5SK5msXVTIXPlotdvZ5OatouL19e5Z9/vMDbN7KbnkutNVo/XFX+ldLm/snpyuCeM602HapNB1d7f+tyqbFr77mdemQijmkofIbCbxo93+NzO56cTmIq7+zkcNjPeLy7ux5vXs/SsL1K01+slCnWra5ejxgMnR5v12mtO/6zvzwzjKkUCi+V9X5ZWHvhjesZ5gt1MtUmv7vm1dsZFEvFOn/z6SJ/8+kiS8XNxd1c7bWP8u9wY8HVmmLdplVbl4bt0LC7uwC6mxYKNRztVTlxtFeNvpcEfAaHkmF8rbH86EhkYDaNhsN+JmNeW09DeeN6N2WqTa5kKq2MXpe3b+S6ej3iTn27g6615v35PFfSFXym4pvHRzt2VsXVmt9dy7BQqBPxm3z75FhHqr8GWqmPTquXZrcV6zbuel917VVL7DTH1bw7l2Ot7LUp2KuzwR8tFlirNNEabuRqTMRDHEl5u+YvX1kjV21iKsW3T47tKG1lOhlqV9s2lWKix1LF7qVuOcwXaoT9JgcSoS09F2G/ibmhsnAi5Ou5lLOJeIgfPTJBsW4zEgl0pMVGr5hOhvnp+Skatks82P1/+001HBTtdMRB0rRdqpZDPOjriXv1IKs0bV6+vEal6TARC/KN46Md+zfP1Zq8csVrY3g0FeG5w8Mdef8cSIb5i8cPoOmNTLj1IBO8TbpKw+n4okG22uTdVmr/lw4O7UkfaldrXp/NtBfDX5/N8OePH8BQirVyg99e9XaDR6Neh5vtPheGUqQifvI1Cw1E/CahPhk70pUGuZrFZDy05fnpSDSIaVTac9DRHjwq9dUjKdKVJkoxUGe0lVJ8/dgI5YaNzzS63rbZcTUb3y2DOI6Dd7TAUHR9EXUn+u+KW7I1i9lsFY2XAvr2jRw/OjvZkZ89n6+xUvL6slUthz/M5/nGPaqD7kSvTPgOJkN82to11xpOjna++M5nK0Vu5Krts8FD4QBH9uBMZt122kcJNJq6ZfPFSonFQo1cq+2ZqzUfLOQ3nRPaqiMpr2BcutLgQCK8J5OVh2U5Lj+7sILlaJSC02OxLbX9MA3F906N8elyEZ9h9Gxl4WjA15c34a0I+sx7dhrYiprl8MFCHsvRPDaVYPghJj5PHxzirVaBrKlEiOEH9CftN5lKk99cWQMg5Df4/ukJ6WO+iz5aLLRrLKQrTa7nqhwf6cxY9O7NXHtHdC5f42gqwkSH0hVVawe9F5wYjXJhtQx47ehSHW6zqrXmlStpmq3jNb+9muZPHz2w63MZ97bsB2/H2+JyusJ8rtoOKrLVJkvF+o5qwXz7xBiX18q4Gk6ORbu+ALoVN3NV3rqRA7xClN8/PU5iC73iDw2FaTpJFgp1JuMhjnXofdZJSqm+mE/thFKK+Baep/uZL9S4tFpmKOznsQNJfDt8D47FgoxGA6yVG4DqaKHLXvHeXI7ZVpbAuYk45/vsOF7fzma13rz608kUNleD3vTxYK4sxUN+fvjIBKulBkNh/0NN2u+lVL91Nth19Z6l3p2dTLDcWmTxm4pSw+Zatopz21NpPsRgfDAZ7qsKzZlKE3v9jJeG2Wxly305EyE/Xz0ysstXKHbLb6+kKdS9XaK1coOfnp/accu/w8MRJuMhLNcl4jf7YkK7HR8vFdoT/1rTYS5X4/guLF4Kz+aNm86mo99+vx/QTSLOTyYYiwWpWy4HkqFtdxt5EFdvrn3hao3tupjG7u4C+gyDk6NRrmaqABxNRfjN5XS7v/RGO81k8JsGZ/usA85sptLOKjDQLBbrWwrQAY6PxDg+0t3jlWJnctUmb17Lto5VNrBdl2cP76zjg6G8zOOq5RAwjYFrAdywXa5mKu17/qfLJc5OJnoi42mr+jZAH4kEmEqEWCjUUCieOTTcsZ99aCjMpbUyuVoT01A80eWzIrspGvBxdGT3XganxmIsFOsovAJXh4f3pqLxSCTAT85NUm44JMM+fnVxrT1ZWy/vE/GbPN3B102vi4d87awCpSBoGvz1J4so4Mszqa72jha7q9iw2ouOLt6O+sMMyAGfQaD/S5jcVdC3oQSYUtK/dpc9NpVgtdTAcl3iIT9HOjhGfOng0IY06AATXa7fsFuUUrtayMg0FDPDEeYL3pnl8VjwoTJ6tuPpQ8OcaHW1UMD1XPWO7zk0FGZyQJ/bu0lFAqyWm+0gfT5f45OlIqmIn68fHR2oI17ilkLd9gpSam/xMVN9uGOpSqmBzTq8fdg2jN7JeNqqnn9m1s873p5KpZTXI7hhO/gMo6OpVuspvXXbJWB29mfvN2OxID88M0G+ZjESDezpuZuNacEHh0KUVmzvzLihePH0+EOnGvWbaMDHC8dG+GylRNhvMJevtVcXX7+W4S/6tJ2JeLCDyTCLxTpaayJ+U1pC3ceT00MU6zbFhs3hofBAFRzsJstx8RnqjntMIuTnjx/1aiyEfEZH70FjsSB/+ugBmk7nf/Z+8+WZYVbLEVzNni90rBfXdVyN31Te+VnlLRR88/jovntez08lcFvFaaMBk7l8DUd7R0Q+WS4OZLqygPF4EKXAUF4MdFRaeN6TzzT48kyK9+ZyKKX4ykyq7+4TPT1Lm81UeHcuh9Ze7+q7ta15mFXcStPm3Zs56rbL4weSm3YQlVJdL+IwKGJBX8cCgqbtUrFsEkF/e+EkU2lSqFtMxIP3XA08P5kgFvBRbNjMDEf2XXC+bjIRYjIRomm73NxQwdV1vcqu/XX7Elv1lSMpbuZq2K7LzHCkr9K89lrYb/LimYluX8bAcFzNb6+mWSs3CPoMvnty7I77r/GQ4+2NbIXPV8vEAibPHh7eNC8wDUV4l1Ox9wOlVMfO7wPt/uXrcwPH1cwXahjKK4x5t3uUaSi+f3qCK+kyftPgxGis7ybdnWAoxRPTXhD++UqJG62x3NVeJXoxmCJ+kx+cmWChUCce9EnW4wPMDEeY2aOs3d3QswG61rpdMRS8c4HHR6IdTd15fTbTrlz++myGl85NSlDew9IVr4cn3CretFyse8VSlNcz8MUzE3ddDFBKcbQHC6J0S8BncHwkyrVMFdCcHo9L0NZhS8U684UaoxGvMGI3J5KGUntSnFGI293MV8lUm2igbrt8sFDghQ4WXS3ULN6+mcfRmkLN4q0buY4WdRWd9+7NHNeyFcBrU3duMsErV9ba87GJWPWer5Gw3+TRPiv2tJuOpiJcXC1ht6pyn53or/P0vc5xNRdWS9Qth5NjsS2f9d8t0YCPU2NSQ2A/6NkAfS+UNxQsU8qr2C4Beu/6ZKm4uXhTvsaNbLVd9EwrWCzW5ea1Rc8cGub0mLcD0Yk2guKWtXKj3R7omqpia83JUe91WahbvH0ji+Vonjw4xIENq+C5WpNXr6Sp2y6nxmI8Ob03bQmF2CudrtNWbt46l6mBYr3z7UJF5zRsh9ns5uJNx0ajZFrdVQAWinVcrWXReAvCfpOXzk1SrNvEAj45f95hv7+RZaHgHQe8lq3y0rnJdobOxbUSl1bLJEJ+vjyzOXPnk6UCn6+U8JsGLxwb6VgbaLF/9Ow7WSnFlw4Ne2ctgEenEh2/8ZwYieIzFD5DEQmYDG1YGbMclzevZ/g3XyxzYaXU0d/b67TWfLxY4K8/WeTXl1apWb2RMhUwjXYKtlKKgKkYCvvbxSCUUiRCnQk0tdZ8slTg336xzB/m8+gBreSfCPklON8Fa5VGuxq1ozVLxXr7a69eTZOpWhQbNr+bzbTbQAG8dSNHzXbRwJVMhexDFoERotsOD0VIhf0ovAJ8T3a46Op4LIjfNPAZCtNQnBrfvEC7Vm7wiwsr/OrSKoXa/no/VS2HX15c5a8/WeTTpWK3Lwe4s3OKaSiCt9X6CfmMjh23qls2r1xZ4+cXVljecB8eJD7DIBUJSHC+C1bLjU3dHwp1b2MvXWnw0WKRctNhqVjn3Zu59vcU6xZfrJRbRw5cfn89u9eXLQZAT8/Mj49EOTIcQcOOe/3dz/q584bttSbZOEB8sFBoF9H6eLnIUMS/q1VSe8lKqcGFtTKOq0nbTd6by/H1Y3ubMmg7Lq9dy7BWbjAaDfDCsVGeOjhEqWFTahVvOpgMcyARxtWabLXJsZFox56jz5aLfLrsLcwU6mWatsuXj+ysnYXYf8ZjQQyl2kUJN+6S129b8GrYDsHWxMrZMBNQgO3e2U5IiH5iGorvnBzDdvVdi8Q9LL9p8MMzEyyX6kQC5qadqvXz7+uZV7+5ssafPHqgo7+/l71zM0e2dbzg89US4/Eg43vcY3q13OB31zI4rubxA0lOjcX4ykyKd+fyKAVfmUlhGgbfOTnGB/MFDAVPHRzq2Ovk33yxQrPVwuWVq2leOjtBLLg/a9CI7ZuMB28V1FW3ChZWmk57EUkDpeatcd129a12QesfC7FNPR2gw53V27fKdjWuq++7oni/oifFunVr1UxDuWHDnTXqBlLddjfdeGrWzoMEx9V8sVIiX7c4MRJlcotFLd65mWWl1cd8rdzkwmqJR6eSdxRvMhV8aRdapS0UNq+0L5cGc+VddJ7WmmrT4cRoFNvVTMSDHN5QCfzkWIzL6QoKGA5vzmB4+uAQr89mAK8t1NgeT6aF2A3qIdrVbaVTS8Bn3LWFZ9NxN/VVr9vuvkqdrllO+0iB4uEKiBXrFp8tl/CZisemElsq0OtqzStX1tpzqT/M5zk0FObwcOSO52s4HODbJ8d2fH33+v3rwfm65VKDExKgiy2oNm1GIgF8SuH3GZwYibYX06fioVarUhet4eyGzJ3hsJ+pRIjFVltCqaovdqLnA/SdmM9XefN6Fo1XQOOZQ8PbXo09Mx4nez3bammgOJDcP612ppMhPl4ywPZuPOendl505MOFPFcz3jnxxUKd758eJxm+/+BoOS4387cCYt363F46NBQmuyEdcq93HUT/evtmzquQrzVhv8nTt+0GPTk9xKGhMJbjBe8bvzaVCPEnj07RdFwiflPOn4t9S2vN69cyLBXrGErxjeOj274Ph3wGY9EgmWoT8NoN7pfgHLyjgW9e8+YxYb+54wwz23X51aVVmo7GALKVJt/fQqeDK+kKt28e7uVuoqG89PnGhvmDjOViK2qWw88urHjF95Ti0cnEpu4TAZ/Bjx6ZYLXcIBbwbZrXKqV4/kiKquXgNww5eiB2ZCAD9Hfn8qwvml7P1jg1FmfoAUHh7Q4Ohfmj0+MU6xbjsSChfVQ8zm8a/PCRSXJVr8dm5B6ty7ZitdL0irjhFeLL1poPDtBbPU43HvteL/x2OV1mNlNhJBLgyemhXetRf3YygQZu5qqMxYI8tc0V0ELN4s0bWSzH5YkDybvu7ojBdDNXa7/m67ZLqWHfcf+5X8EYv2m0VuaF2L9Wyw1WSt75T1dr3pvL8cNHJrf1M5RSfPPEaDvIn9zj/t3ddjAZ5kdnJ6g2HVKRwI7Hy2rTac+pXCC/xUJ8tx/niQZMYgGTpu3y3nyOcsPh7GScg7u4AfKjsxO8eT1Lw3Z57EBi21W4v1gpcXGtRCzg42tHR6SQ8D6xVl6/9wBaM5up3NHq2W8aTN/jtauUumfbXyG2YiBfPZt3nTQ7jeGGwv5tB/aDwmeojqTXHh4KU2rYuK1V842r1zXLoVCzGI74N6XLRfwmB5NhFgp1NJrTYzFiQT/LpTofLBRwXE2+ZmEotSlwXijU+HylRDzo46mDQwQeMsg5N5ng3OTOsgdem820uwS8dSPLWCxI2G966c+WQ0CCsIGgtb5jlzsR8pGvWe3U0ohM6ITYttvfVzvNJjGUuuckej+IBnwPHShEAz5CPoOa5aBQTGxY6NBak61ZuK53LGfj83RsJMrldLm9i/71oyMopfj9jQxLpTpaw5vXsrx4ZrwdOGvbxn37bXQ6jTpzGvP0mYe69qDP5FsndpY6n6k0+WSpiKM1davJWzey7Z9lu5q65RAJmPsqK2NQ3T6WJ0P+9iaRoSAVCXTpysR+1dUAvdywmcvXiAZMDg2FO5bO+ZWZYV6b9YqSnOqBvoX72dmJOPGgj1LD5tBQuD1RyFWb/PrymnfWXcH3T09sOov71SMpcjULU6n2jnupbre31V3ttaRaV6xbvHEti9MqGNd0XF7Y48J2G9U3nvVTiobtEvQZvHo1zWq5gULx9WMjTG3xTP5+VaxbvDaboWY5nB6L8diB3ul/++FCngurZQKmwTeOjzIS9Qbwbxwf5YOFPE1H8+hk57tPiN1xLVvhg4UCPkPxtSMj7edTPNhCoUahbnMwGerYeDsWDXBoKMz1bBW/qXjucOdrjYitMQ3F90+PM5up4jMVx1LR9tc+WChwJV1BKZiIBfn6sZH2XC4W9PHSuSkKNYtEyNdeiC/UrXbwo5Q3F1x/3bjvvoO+eAEcB53NoBNJ1NTU3v7BLTXL2dTCr9rKCMjVmrx8eQ3XhVjQ5HunxmXB/QEurJb4dKmI3zT4+rGRngl4a5bDK1fWKNRtJuNBXjg2iml4886vHU1xcbVMIuTjiR6ae4h7s13Nm9czrJYajMeDfO3IyK5l2u62rgXoNcvh563zHYahKNQtHp3qzBtgIh7izx87gAZZ2ewypdRd07svrZU3nUW7lqlsCr6UUnfcwA8kQ3y0qNrVMdf7SgOUGrd64boalop1Vkr1exYB3G1nJ+J8tlxCKa9gSCLkY63cIF1Z7/WqeX8+z4/Pbi9lc1A4rubzlRKlhsXJ0dg9szXeupGl1PAyES6slplOhnsicMrXLC6tVdBAw3H5/Y0MPz7rTSLDfpOvHhnp7gWKbalbDu/czHltcYDXZtP7qtr3w7iwWuLjpSKuq/lsucgPzkwQ60DrRqUUX55J8cx6u1UZy7sq6DPvSPHVWnNprUxrSGOpVKdmu5uyhgKmccf9/cRotN0lxWcoRjd8XafT4LQWuG0b5/33ML/zXVR477MgJuJBQn6DutWqx9P6+z9eLGK1cv7LDZub+RrHR6L3+1EDq1Cz+GK1RNA0OD+VuOtCRblh8/FiAUeD5Tq8cS3DS+e6s+hyu4+XihRbrdPWyk2uZSucaM0tp5PhfZ19048urpZYKtbbccDFtRJnJ3ZeR6ubuhagpysNNN6qpONqbuRqHQvQwRvMZTjvXZGAD0N5wbSpIBJ4cBpwNODjB49MsFJqkAz524FavmZxcXVzwO9q+O3VNM8fHenKDfbcZIIDyRCW46X9Gcrr0buxPM5utA7sF+/N57iRreJomC/U+eE9JvUbK/Aq5VVl7gVOq07C+hO6G5dVrFv87lqGuuVybjLO6fF90kZihxxXU6hbRAPmlipMb2S5etN4Yd1W+Vnc281ctd0eUAMr5UZHAvR1/br7sR8opQhsKMKmUPi38HydnUiQigSoNh2mkyECpoHWGvezz6BS3fzNS0s4f/0vMP/W30b59nbK6jcNfnBmknSlQTTga2f5bRq7lbqjt/t+0XRcfnV5FcvxjpLmatZdK/FbjsvGwkK9dH91XLc9L9PoTa1OO+XCaonPlkuE/QbPHx2RrN4HqFoOdcthKOzf9iZrw3bbR2pcDY2H6ELVbV3LyUmG/O03haG8dDYxmEp1i7l8jdqGgjFnJ+IcGgoT9hscSUU4toXVZ9txydcshsO3gnPH1bx8eZWVcuOO73c13MhV7/j8XhkOB9r9sAFGIgGOp6IovOrC+zllc63caBcdMvAWWe7myekkZmtxIxn2bzr72E2piJ/JeAhDrbf663wblTeuZynUbRqOy0eLRQpbLMy0HzVtl3/zxTIvX17jX322TLpy5/3gfmIBk6lECNNQmOrhOlfsN6PR4K0ARXsZQ2LwaK1ZKtZZKtbRGyq4fvPEKMmQj1jA5OvHRraU6q3zecazyxyN3lpM09evo999B0rFOx9gWZDLdexv2Q6foZiMhzYdwXtyOkk86EMBU/Egh4f35y5ruWG3jyq4mna3hNsNhf1MxLz7hKHg8eneub+en0wQNA3MVlG3o6nOZkIUahYfLxZpOi6Fus2b17Md/fmD5mauyv/32RIvX17j15dWt71gcnIsRsD0FgoDpuLEWOzBD+pRXdtBT4T8vHBshMtrZRJBH+c7uHu+U4W6xe+vZ2lK5e2OWSnVefVqBqVo96ONBX1849jottKAbcflZxdWqLdavz15MMnJ0RhNx71n2xZT3b9a9l5TSvH0oSGeOpjc9+maB5NhLqUr7Ztv6h4LdNPJMD85N0nddkmEfD1zZEUpxfNHU9QsF7+p2pPSdKXBfKFGKhx46LoaDfvWyq9SXhAq7u5mvkrdulVp+tOlIt/cRmEo7/kcIV+z8JnGpsm4uL8nppP4TYNcrcmJkWhPnC29sFri4mqZWNA7biKVtx/eG9ezXnBO+5QZx1IRnj44tK3q+u7cHO6vf+Xd1AwT88//HBWJQC4Ltn3vB8Z7J4MoEvDx47OTdy0Sup8kgj58hsJxNYZS96ypo5TihWMjFBs2ftPoqcKpiZCfn56fom47hP1ewT+3VbW90nQ4lopsaq+2XQ3H3ZRt15Bx/L4+ah2FQGsKdZu1coPJbdRqirfqXpTqNvGQ76GLRXdTV2chk/HQjvty7obXZzPt864bK2+Lnbu4VvZaTm2IoUt1m3fnctuqrLpaaVK3bwXjX6yUODkaI+QzGA4H2m1fRiMBYB31NQAAIABJREFUxmMBMlWLyXiQk6O9dy6sVwb01XKDN69ncFz40sEkMx1eOb6fxw8kSYb9lBs2R4Yj9x2wQ36zJ9scKqU2Hc3IVZv85nIaR2tMQ1G33XZ7wJ14bCrBe3M5lFIMbcgaEXcKmIb3vtJeqvp2U9zBez6HeyC47DeGUjzaQxkHmUqTjxe9yts1y+HtG9ltLdaIO9muy3y+xu1L4deyVaaT4W0VO3U//uhWIG666OvXUWfPomaOwEcfeWnQSqG+9IxXyd2xMZ54EhXqnbniul4Yy7X26tlcy1ZJBH28cHx0z+atPtPgxTMTXM1UCPqM+57DV0qR7NHUbtPY3BLt/bk817IVHA2X18r8+Ozkjucgo9EAyZC/VRhR81gP3St7UdBnUG562bZas6MiuwHTGIj5kmwTbLAxBXu98rYE6A8nEfSxrGDjkSPN9ncDo37zVtVXINa6mSql+M7JMW7mqxhKcWgovKVd1obtYCj1UJVX13u5Fus2p8djHU+N2k1aa16bTbfPgr11M8dUMrxnq41Kqb7691rXdFzSrTO2t58jWy030K0prONq5vO1hwrQj41EGY8FaTguwzs4i7WfHBoKs1yqczNXIxn28+R09zOyRHfcXnm7clsvbrF9plL4THXXs8PWNgtwqEQSvbwMbutccty7R6qREcw/+VP00iJqdAw19uBFFVfrdoeUh7k/rpTqfLRYIGAaPHN4uK/6Vy8W61zLVrFdTa5m8f5cjuf3sINN2G9yfoftaLupULOoNG3GYsE75oGLxfqmOWuuZjG1w1jAUIrvnhojV7UI+oyO1ucYRF+ZSXmde2yHM+PxnsjI6hZ5pWzwyEScz2+rvC0ezvmpJHXbJV1pYjkuTcdFKcXjt02gXa3vO8Amw36ePpTki5Uy0YDJl2dS7a+ZxvaCvXfncsxmKgB8eSbFzA6PMrwzl2OhUMPV8O7NPEMhf1/twNm3TbYcV0OfrUcV6xaZSpORaGDXC680bJefXVjGcjRaw1eOpDg0dOvs4Wg0iGolf5qGYjLx8McrYkEf/XuCau8opXj2cIpnD+/d72zaLnOFGv8/e28WHFeW5vf9zr039w1LYgdIgAT3pYos1tK1713Va1V3ezQOjUKKkG2Fw2GFXvzkB7/YjrAi9CA5QrIj7LAc1oxmRiPNTGumu6tqqrr2lVXFKu4bABI7kPu+3HuPH07iAkksBEgATJD5j2B3JZDLzUTee873ff/Fo2v0RbwNMU1roua8bWiOHOpIV+NQo3cqhBC8ONzBV+NJqpYkXzHRhCDg1umNLE627RqDZa1zQXv8cexKWU3H9+9H9A8svk5LC6JlfX4eharF25fnKJsWfpeKOruTKWfZtPigFssL8MH12IYo+/caFXOpyRmUdiCFWkrJVKaEaUv6I74tN4a8kcjzxc0UQqhp6+uHuuqGE51BD+MpZWIrwYn6vVNoQtwXE93tQMjr4sfbnG6UKFRIFCp0Bj0NZeC3YytQW6qYpkShwt72wKY4dR/tDtMX9lKxbDqWmHs1cecwNOEU07aUZEsmXpfmUFAzpSrvXZunWLUZaPHx5GDbqp/73vYge9vXX65ULbVwLb3wZssmo/GC4/L45c0Eu+5QK5wuVZ3nEQJyFXPHFOhCCI72qIYUCHa1+nYcWySWL/PetZijh3xpXwftW/j5T2WKVC3pyCwuzGbqCvT2gJtn9rRzM1mg1e9uSHlFE5sD05b87vIspapVY4P4OTXw4Jo+3g2yZZNz02lFle+N3LU+1VXbcMdyFfxuvaE2XDsZbX43PzzQBahmZalqEVriC3JxNst3U+rv+NRgG30tK+/JhNuN/tLL635dKSUUi+D1IrTFtfzSbEY5PedTtBSyjHltDu7t2/D7KlbtugSHBXrtTkF/i4/zs1mHAXp8B+Z1f3EzyXiqCMBFT5ZXD3Ru6f77wuxS6aXNTKZU5zn12K5WQh6DQtViOBpoKM18E5uL6UyJj0bigJLWvLKvo2H28Tu2QD83neHSXBZLwky2zIvD0U0xBGuUP8z9CE2IZZ3I0+MpirUYhOlMialMif4Vmi1Vy+bj0TiJQoX+iI9Hd7WueQE/O5Xm3KzKWT3UGeThvpbaMSya1QGYNrx9eY5X7mBB2N8R5NuJNEKoRkRnsPE0cmvhaHeEwdYAli13JFtkNFGoc/i8kShsaYEecBnOpGKpzGIpesLeDekxm9iZSBerlE3bMbMZSxaaBfodwJaSd67MUTZVkTSfr/CTTZieGJq2IWOhJjYGj6HhWaINLVYtvp9Oq9hcKfnsZoJftaxcLNuTk9gffABItGeeRRsYWPF+ALJaxfqL/wC5HBgG2htvorWq80wIQU9qlsdHvlX3Hb/AnPendPZ1bui9hL0GQbdBrqJ08UNtO8scWEXBdd1xxGQjYCxZcCSMmZJJvmJtqVFnwKMrTTiqRr815lfXRDPJ4wGB8hqoffmkZCJdbJg6cOftymuYWxLThJQkC9WGcuxuYn1YWiwDdfEtS/H9dJq5XFlFp6WKdAY9DN1iSDKVKTEazxPx6pybzTk/vziX40h3GJeuEXAbDLb6GE0Wnd8nilWuxXLs79gYFXJfNEirz0WubNET9uAxNGwpyVcsfIaGsQPcI3eyHiriNdCFUKZsKzR/NhudIQ/HusNcjeWIeF3NgmwDsKVkNltGCOgKenY8HTzg1uuaNY1qftToKJu2o2GWqGn67eROTTQebl22V0tGkraN/fZbjkmc/c7biH/4jxD6YoEkTRP7zBnIpNV+IFdby00T+7130X75K0BFtSY+G8ew1ffHEoKJs5dp6Y5uyEtFE4JXDnQylS7i0jW6a1GeFcumYtoE3HrDX690TexorW7AbZAvmyohQKgY2q3EYwOtfG4nyJZN9ncGm7XDBlCsWsTzFSI+132RdtLqczORKjnmvi0NFBO6Yz/d3W1+EsUqtq1iLholH7mJ5UgWKuSrFl0rmHGc7G/hvavzWFLS6nPRG16ZFles2s6iL6VcprOKFyp8PBLHqmngbsXSwv9oT4SxZL0jbb58Z7S2aMDDApO5atn87tIshaoyoHu5gagy9yOGo0GKVZvpTIneiJc92zD5ONQV4lBT07phfDwSZzanssn7It4NRSw2Irwunef3Rjk3ncHr0jjZtz7dbBP18NZMk3JlE4GiUTeL88aEZUtmsiU8hrasoPG7dfZ1BLk6r4rpU/2rnA+2DdaStVZKdXtJgW5/8jHy+nX181u/C+Wy858eQ6dzsI9qKoYhbaTQyPqCVEx7w2anhibqKM5T6SIfjcYB5cL9wnBH83u5hXhhb5TT40mqtuRELbZxK+F16c1khztArmzyu0uz1IhjPD8cpTO4s2uvA51BqpbNXK5Mf4tvRQbvvcKOLdD3RYP4XYqm0hf2NXVmDYprsRzf1Gjgbl3jR4e6mM9X+OJGAoDHd7Xy5rFeKpaN19BW7VQf7goxnSkhUN3iwVuKsWShwkKW263Ne6+h4V5C+wp6DE72R/h6Io1A0d5vncbfCS7MZh39mi0lpydSvLJ/Y3S7JtYPTQge6o3w0A7U3D1IqJg2U9mSM2W7mSzy+C655UZAWwVbSgoVi3a/mxf3NTd5dwMhBK/u72QknkfTBHt2YLLDg4AFKUK2NuU82BHkaE+YL2va4Vafi2f2RDnSFVozHUUYBuLwYeSlyyBADA8j3PVNbDk9vVjEa1p9QX/4SN19tRMnSSTz6PNzjEf7MHv7CbjvnuL96VjCGQjM5SrMZstN6dIWIugxmgXzDsDNlEoLWNhjX5nP7ugCvWopBtexnnBDsmR2bIEO0BfxbYo53HZASsnVWI7ZrOrS7MSIqVsRy5eJ5ZXz4Wr0qktz9WYcs9kSn44lHc3Hx6NxfvVQ36oGZVIqhkSb381PD3eTq5hEvK5lG4DOoEd122s0FVcthxqgaknKplWnzdrfEaIv4iNZrNLmcy/TIN0J0sVq3e1ig8b72FLy3VRaTZ7DXh7qjTTkxamJ+wOGLtCFwKyd8y5dcDe1eb5icmYyjS0lD/VGtrU5WzFt3r4yR6FioWuCV/Z3NJvDdwmXrnGgc+ewUpTeOoNtS472hHc8zdOyJTeSBSwpGWz1r1hcp4pVsmXTMci8Mp8j5DUYTxUxbUksX+G7qTSP7Vpd9rOwlutPPoU8eEiN4Nralt1PDA0hL1xYnKBrmhPJJubn6u+r6/S8/ByxfIU+W3IytDnymeotHP1Sg67l2bLJVzeTVG2bE30tO7pYaqLxEXAbaJrAsiWa4K6vfTcSeUYSBdr8bo71hLeVpTKeKvDZWAIJ9EZ8PD3Y1nD74B29sli2JFWq4nfpDe9AfS2W58xUBsuWTGfKuHVtxzQXVsKC86FEIhC8uG9lk74F+uICJcZr6HW6c1uCbUtMKbkezyMEDLcH0DTBxyNxJjMlAm6dF4c7CHqMVWNUwl4Xr+zvYDJdIuJ18XltQg9qjS9UrWXmKQG3sWreqZSSuVyZsmnTFfLWGeKshv4WL5OZknO7Uc1mrsVyXJ1Xxhi5cp6A22DfXeR1N7E5WNjA3m/QhOCF4Sinx1WszaMDrXf1Pt+9Ok++xlSZz1V441jPti3sI4k8+YqJLcGyJOdmMjuert8IKFYtChWLFp+r4ZkV716dd9a06WyJN45u3/dvK/DRSIy5fAWk5Op8jtcOdi17Pz6XXqcz97t1qpZ01nKJiisD1bifzpSIBjz0hL3IeBzrN7+Bcglx4CDa008jVijMF6A99jiyrR1yWfB4sb/8QhXoUiKTqWX3F0LQsUZhapfLMD4OgQCiu3td156wxyBTNp3bS6PkGgnvX5t3WHsfXI/xxtGeLaeHN7E2FuSU9+NavqvFR7pY5WaqQDTg4Wj3nbMX53NlvriZwpKS+VwFKaVj5rwd+Hoi7fiYzWRKJIrVLTUZvhPs2ALdtGzeqk0ypISn97TT28AUpPl82XGctqQknq/s6AJ9oeOuIJlMl1Ys0J/Y1coXN5NkyyaHuoJEgx72dwS5FlNatb3RILom+N3FWfI1F9XxVJH9HUFmaprVfMXi28kUz+yJrnlMrT43rT51gs1lA4wkVNZ5wK1vyMTJlpK3L8+RrE3EDU3wo0NdqxbzCxhqC1Cs2kyki/SEvBzpbkwX0EzJdP52lpR1G5Emth+WLflwJMZMtkzIY/DSvo67bjials2luRwVy+ZAZ/C2392tRjTg4bWDXXf9PAsmjAuo2jZl0962Bq2hCSfrXqDcwhcgpcSWNHyB2WhYaPYKoQrBHx7obNgiw5aS7JLrZdWyKZn2jo1hklIynV3UdefKFsWqtex64XPpPDXUxpmpNB5d44ndbbh0wYXZrGPyd6Q7rKIvr8Zqxp05ntjdSu+HH0BJmbLKa1dheBh6elY9JiEEYt8+df9yGb752nGhE0ePbuz9xWLYf/1XqsAHGBzCeOWV2z7uheEOvp5IUjZtjvdGGtYZvbBksi+lykBv1HPnQUAsX+aD63GqtXX3xCYUnIlChZF4nrDXYDgavKfNQCEEx3sjmxLllypWWRCkWlISL1Tu+jk3gqWniZRgLPlcFxgC97rJsmML9KlMiULFcihX30+lG7pA39XiZyJVchxqG7Uju160+93cTBYd58M2/8oFsNel89ze+sL6ZH8LwzVntbDXRbFqOVMpgFi+wp52u05MbtUzzm6Lk/0ReiNeqpZNb8S7oYvafK5cu3gomLbkZrK4qjmYZUti+TI+l86R7nDDFuYLGGoLMJIoOPnhjTrpf1Awmsgzn1OLU65s8t1Umid2rz5hWg8+HIkzn1epB2OJAj872l1XTO5UaELQHfIwX5v4hb2uLXf8XYqhtgDjqSIz2TJhr8HxWhTPbLbEhyNxLFuyLxrkkYGmadx6cXY67cigilWLqUyJ3a2NeU3ShKAz6CaeryBRUYu+bfz+bTaEEISWsNx0TbHcVsJKksKfHO4mU6oScBt4DG3xb4nadI+nivQu1ZALgbTtFY1cVzw+jwf9V/8FcmICEQohujbW5LNOf7VYnAOMjSIrlWW69wXkKybZkkmb333bgUAjYKjNz41aIo2Ki2vMRsKDgs9vJKnUGlZX5/MMtvrvyig4Vzb5u6vzWLZEF2pYtRlFfyOgO+xFTAm0Ggt3cJtlvz/Y3caH1+POECPicyGl5MubSUYTBQxN8PwmxXffKXZsge4xtDozsNWoz42C/hYfz+5tJ56v0B3y0h5oLCrFRjEcDWDaktlsib47cD5cqtv0GBpuXaNUy8INegx2t/q5Op8nXaqia4KHeuuL3plsiStzSgd3rCe8rPgQQtyxqctKHejVJnSWLXnr8iz5GpPjZH+E4Whj08XbA25eP9hFPF+hPeDe8RrKnQ5bglxicGjZG+xGrYBYrTgHtVHOly0ivp1bSCzFs3ui3EgWsKVksM2/rV1uXRO8MNyxTI7wxc2k0yy+Hs+zNxpoqLiWRobH0BFUnfXc0+ATwOf2djAaVxKhPe2Bez5luVu8ONzBd1MpTFtyvDeyIQaIcUu8VzTgQRc5J/qyM+RBe/Ip7Ld+p8ZUXd2IJdNzadvY334DsRji4EG03YPLXkN4vYjh4Tt7c55bNteaBsbK691crsz712OOEe3rB7saXjr56EArAy1+TFvSG/bu+O/iTsfStVuI1eMG14t4oeI0syypBpMn+u7uORsFIY/Bawc6mcqUaPG56Apt79AyGvDwi+O9dWt5vFDhZkolPFVtVaz/6FD3th7XUuzYnXln0MP+aIBr8TxBt8FjO2Bi0R3y0r3NX8KtghBi0yKnNCF49UAn52eyaAKOdIWYSJXY2x6gM+gh6DHqNg3ZUpUPr6tINS0LhYrFnvYAAbeO36WjaWLViXm+YnI9lsfr0tnT5udGqki6WGV3m9/Rn7T53RzsDHJpTtHwd7X42N26cgMili+TX8LkOD+TbfgCHdTFsVmYNwaG2vxcnc+Rr5gYmsaxnrtnYESDHuZzZYdyHfA09kZzI9A1wZ5NSF24G9y6Eb41B1re+oMmVsWjA618NBojWzbZ2x5o+MhUQxP3lWeH363zg03yUegJe3lidyvjqSKdIQ97PRJmE2gvvIjo7ASfr+7csb/8EnnhPFgWcmoKnn8eDBd0dqr7uVyrFp32jTHk7CzawACEI9jnz4PLQDt6DOFSzTH98Sew5uYgkwHDhfbDVxGrMIkuzmadAsuuTf/3N/jf+W4GEU1sPh4daOHj0TgSNSFejVm6XizVROtCNDRL+E4Q8ro4cI9NVpdeX5av49t8MLdAbGQjcerUKXn69OktPJwmGh1SSkxbKi2mEFQsm8lUEY9Lp2eTHFQ/HYszkS6BlPjcOj862F1XoE+kinx2I+EUxQsdb6sW/6ALeHqond5bpvpVy+bX52eoWDa6UCZx+aql6EOa4LUDnRt2ZE6Xqrx1ac6h9bUH3LzajFZrYoOwpaRUMzLcDA2zadtcrmnQ93fcew36/Y4FHbWNZKjVz2O77s4Ib524oxdoruNNgLrm2FI67LNkoUKiWKWr1hS/W8hCAes//Lnjxi4eeQT9+EN19zF//dcwO6tuaJraEeu6eoyU0NqK/rOfL6OkW9euIj/6CExT3d8woFJRY8vOToyf/mzDx/vVzSQjibzT1PzBbjWdbqKJjaBq2Zi23DT2RaJQYSxRIOQx2BsN7GhDykaHlJJPxxKMp4voQvDcniid29MwXvGP+kDv2uL5CkXTojvowWhwWl0jwLRs3r02T7JQxefSeWE4yvvXY06c2b5ogH3RIO9fj5GvmOxpC3BqoGXDG9WJVNHRnJeqNrmySWQJXbQ94FbpK7WnlRKnWAdFBfriZpI3j9UX6OlS1ZlsWZI6czSB0r5vtECPeF2c7I9wfiaLz6Xx1ODdaYebeDChCYF/E4toQ9Ma3gvhdjAtm2vxPFLC3vYA7gbW+vaEvfzyeC+WlLiba8m2wrRtZrJlvIZ2T/WCOwkzNc8E25bsaffTH/Hx8WhCZZMDr+7vZC5X5sxUGl0TPD3YvuGNqpyeVotzTYMur1yBWwp0MbwPGY87Lu1qMV9iWppOY184j/7wifonH7uxeD/Lqn/8QsG/QTzcF6FYtUgUK+xu9W9YttdEE6AkkpupjGjzu1eNMd4pSJdnmS1eJ+SK0hPYf68PZ1UIIXhqqJ2KaaNr4p4bvj6wBfrF2SxnpzOOc+xrB7swmu67a2IkUSBdVFrBQtXim4kUZdN2aGGj8YKTlwowlizQ3+LbMAUr7HWRKi5qEn1LjE8sW1KsWrywN8pcroItVdTReoggYY+LW++2YJQmgegtvgC2lCQLFaqWJOgx6qYKli2Zz5fxGTrD0eCOoLU30fgoVS3m8xXCXmNDyQP3I35/LUaiqMzzRuJ5fnSoq6E1lrom0O9sqN3EHcKyJW9dmqNQtZDA0e4Qh7t2dmNqO/DlzaSzbo8li+TKlmPUJ1Br96W5LHat+f3xWJxfHOvd0GuI1tZFjqiuIzo66n4vCwW0jg7kCy9CJo09OQVTk/WmbuqZlj95fx/cGFu878LraBpEO5bdXRaLyGQCNB3R3u5Q4AFkLodMpTA6Onh2b+MbwzWxMxAvVChWLLpCngfaWT9bifHJzJ9gSRNduChZeYbCJ27/wHuIRhkGPLAF+uX5bJ1zbDxf3naTgo3AlhLLlg11ohu6cNZFgXIRXYhcWYC5bLG9PZ7bG+XbyRRVS3KsJ+xMpEzb5u3Lc44h29N72ukOechVTKbSJQRQNG10IXh8BRdst6HxcF+Er8dTTqFuaILdbX6G2vwE3AapYpWAW0cTgrcvz5IuKXdbTcDDvREOdIaWGcOd6I+wb0mBPpbIM5er0Bfx7ugovSa2F4WKxW8vzSjTOAlPD7Utk2k8KLClJLYkdiVXMSmZNh5D47OxBFOZEu1+N8/saW+oa2IT24t4oUKhuugBcnku1/AFumlLR5bVEJDKkySWryhfF03gd9W3msw7cLsSbW1oL72Mfe4sorUV7dHHnN/Zk5PYb7+lKOl+P/qbv0Dr68f+4H0oFNRUvFqFlha0w4eXPbd24CDW999DOl37gQZdXYjuHrTjx5GFApTL0NICs7NYv/lbZ5KPx4P+5i8QoRByehrrd79Vx6Hr6L/4JSKg/C0qps3FOaVLP9gV2rFRek1sP67MZzkzlUGgTJBfP9j1wK5T8dL4EuZqlenCZYbCJ0gWK3w8olzUj/VEGt7v4V7ggS3Qg26DUlVFpUjJptJLNxvpYpW/uzpP1bLpCnl4bm/0nuhQ9rT5GY3nSRYVxf1EXwvD7SZnZzL4XDqn+lvIlE3evx5zFv3e8MYLDJ9L58kVTGumM6U6Q7bvp9JcNjS1sajpzwVwsj+8qplGb9jLGU1g1nIOeyNeHh1opVS1+JsLSp8uBDzUEyFbi54B5cb5/XSGA52hFY3hFgr00Xier8ZTWFIylijw7J52uu/C2CNfMbFsSchjNPT0sIm7x2S6iGlLx/n10lzugS3QhZQcTozjzmUZa++jFGnFY2iMxPNMpktYUjFYzk1nON4b4fMbCWayJToCHp4carsvIuWauD38Lr3OkG8ztNNbiXPTac7NZBECntjVyu5tjhZawGO7Wh2K+2Cbj5P9EQxdMJ8rs6vFz952v3I0ThaQwIm+O8s91nbtQtu1a9nP7dNfLVLU83nsixeR33ytqGxmVRXMPh/aD19bMRJtIStdnjmjnkcI9MceR3R2Yl27hvzwA/UcXd1qyr406q1cxr50Ef3Rx7C//27xOGwbOTqCOHoMgPeuzZMqVUHCzVSRnx3pvuN9l2VLMuUqfpfesJnqTWweLs3lFh3dTZtYvvLAmvl5jBA2alCnodPuGQDgk9EEuYo6L89MpugNq1jkT8YSVCybh3sj99wM9l6jsVezLcSTQ+18cSNBoWpxtCvU0I7WX0+knGzFWL7CRKrIri3KibWlVD4tK3T3DV3j1QOddSZxAbfhFKC2lIxN5zE0QcCtsyviI1OqrisHsmza5CsmYa+x6ubarddH67l0wVyuXBdlIYFvJzMMR1d2l9eE4NGBVqbSRUJew5m2jCULlEzLea6JdHEZHd6yJR+OxDjYGarbFPpd6niLVYsr87m6HNhPbyTY3xHkSFdowwX2hdksZ6fTCAS7Wn13nY3dRGMj4NbVd0Sq5lHY27jXpK2G/dVXHL5xAWFZ7ImPY/7sTVLFKnPZsnN+2RJKps31eJ7JtPKtmM6WuDCb5XjPnRUUTewsBD0GT+xu4+xMBr9L5/Fdrff6kFZFqWpxfjbrDAW+GE9taYFu1ZrQK6073SEvvzrei21Lx39nab5yplQlWahg6BrdIQ8agqplr2sKKFMpAETL6sk6wutF1q51ACTiamLuPImEYhF5/hw8/sTy15ASsWu3ylRPZxD7hpVLPCC/+HyxIJ+dUUX6rY+/fAXL44FQSE3fbbs2zVd/j5lMkWRx8XiKVYt3rsxxaqC1zll7Pahaivm3IMN4fm+UzmDTK+F+RtBtUKhYSwaAD2ZTxrKrfB97C2q7aa8RYm/kUWYKV6nKDNAJLBpOfzwaJ18r2k+PJ+kOeR/Yzw4e4ALd79J5YXi5VulBxnSmxEejqqt+sDPIw33LF1ghBC595UJzNFFgLFHEkpKyaZMoVNFnsrwwHKVjjQUpUajw7tV5QBXdrx3oWjHXfnm0Xiu/uzyHfYsAfTXm4M1kgc9vJEAI2nwunhhsczriLl1zKH1CqI1fR9DDhZmMY1gngal0iapl80h/C+dms/hdOk8OtlE2bX57cdZppCygbNpcmM0SqmW7bwRnp9O1hoHkRrLA8Z7IA32xut/RG/FxtCvESKJAm9/Fw733X5Epy2Xk/DyipQURXJ3SJsfHEbVNtq5ppCam+YAWFmoNXahm26GuEDeTBecctaUylmziwcGuVv+WNax3IqSUfHYjwc1kEZcueGG4Y0WTKU1urii0AAAgAElEQVQItFXW8o9G4o6J6o1kkfFkkUvzWV4/2LXmFNn67FPkxYsAiIOH0J98csX7aU8/g/X2W5DJIA4chPZ2GB2tN4gTYsXMcmnbWL/9DczNqernmWfRBpZM6d1uRZNXHwbayZPY1QrMzy82BIoF5NdfI559DpHLI2PziD17EUNDigU3kVr2uolCld9fnefNY70bkidMpktOWgwo5t/LzaSX+xo/GGzji5tJ8hWTw12h+9JPJluJU7ZytHr70MXKpWTBzGDJxUZXyczy2cyfk63GcAUkGINUS4/RHnDT6nNRMZes3ULUJLMP7p73gS3QdxIe6W/h3avzVCybaMBNf8vqtNfvp9JcnMviMTSe3RPdkPvj5zcSziJyZT7PnvbAhlzNS1VrWbFs1fJE1yrQz89kHLq4LVUxeqBz+QRcCMHDfS11jYMXhqN8PZGiXLUpVC10TfDkYDtVy+byvKIZ7e8I4nPpnJlKq428lCSLVeZzi74Dg60+xuJ5YvkKrV4Xx3sieAyNo91hZmuOt2aNRp8tmeyNBtm7RHc+mS4q9sHCsYLz35YtHeO8jcDQBBVL1t1u4v7G4e4wh3e4+/pqkIUC1n/8CydCSX/tNUTPcuMpWSxCLrvkB5JL0oeF8gwxNFWY748GcRsahhbgaizvsFoONLVsTTQgvC6dI90hzk0rivvjA6tPmItVi/evx8iUqvSEvTw91L5uevVcrsxkuoQEKpbky5tJXjvYtaFjLZn1TS4byFcs8hVrVbahNE3k+fNOESwvnEc++midIdsCRCCA8eYvFh8rJXY6hRwZUdrxUgna29GOHUfOz2Ffu45oa0Ps3w+xmCrOa8W8/PIL2LfPeS7tqaex3/07ME3EiZNo3d1oP38DAOt3v0OO36y9KRtRyKO9+mrdsY0k8ov05FtgSUnFsvFp6y8a3Lqo0/M3igFVE1sHn0vn+fvYcHAs8x3nk+8h0PAbYZ7p/QcrFump8vSSAl0QdneSrc5jSXXuujyjPD/wY1p8LoQQHO0J8/1UGiEE0YD7gWYRQrNA3xGI+Fy8eawH8zYmcclChUvzOWwJxarN5zcS/OjQcnrXVmGwzc+luWydjlYXglb/2kW+19BZYLupCb1GoWrh1sVttaTRgIcfHlCbj4UNuhCCd67MkShUkFJN9n92pBvXkgJXSsl3U2lKZpJWn4uZbFlRAjVB0GvgWbKItvvd6rZpI4F9HUFsKbk0lyVdNBmOqkbGwnvWBLT5XSQLpjPxG7gDLfEze6J8OhbHsiUn+1vWXNivx/OcnU7j0XWeGmrbcFzcvUSpavHNZIpi1eZod6ihzRqbuHPIkRFFY61Nxu3vvkNfoUC3z56tn6QNDuHyutFKqlCQErpDHud8CHoMfnqkm0ypSsjjqjt3m2iikXC0O8LBzjBajQGyGr6fSjuJKTOZEmOJwrr1mLcmmmzc3g2OdIf4firjyEkANMC31rmlaerfAr1c09SanM+D37+mxEsIgX7qUTj1aO09SIQQyFQK62/+BkwTaRiIfA4xOFT/JoXA/LM/VdN2t1vFrGkaCIHWVT+pFocPI6ennMeJ3YPIdBr7u+/A40Z7+ARtfjfxfAWrJvVr97tIFFSR0eZ34d3g9aUn7GWozc9ookDQY3Cqf3UZhmnZfHojQSxfoT/i5dRA647KvZ7KlLgwkyHoMTjZt/aepYmdi6vpz7BrRXbBzJAsTRL17V52v3OJd+tuH4g8yVexv3Ju+4xQnQT2YGeIvoiPqmXTWivaH2Q0C/QdgrWo5QtYcIddQNXa2NL86EALn44lsIE97f4NF3kBt8FPD/eQLFaYyZaJ5cv0hn0M3oZ++FBvhEShQqpUpdVrMBLL8dV4Ek0Int+7Bj0+NweTX0LnEWgdck5mKSWx/KIDdMWy+XwsQbqkLii6UHrfREFtgBY0L6Cm3TeTRR4dWNTbGbrGawe7mM6U8Bk6nSEPX48nuR4vOAyB1w528syedi7OZQm5DR7ui1CoWCSLVaIB9x2ZF3UGPbxx9PbRNrmyydfjSaxaY+bDkTiv7u9smMWxYtlIKVc1x/l4NE4srwwbPxip8NPD3fiajrn3HwJ+nI6VEMjpacy//ivEgYOIQAD7yy9A16GtnSUdO5ib48TNceyBQ2Qi7ezf3bks79qtNzOwm9gZWA8TqmrbdYX1RlzUu0IeukIepjIldCF4dI1J/Wo42BmiN+wlXTK5kchjSnioJ+zo1VeC0DS0V17Ffu9dNZ0+fAT73/+JKtjb2tB/8lPECpR1ADk/jyyVED09CGPREFUuzTQ3TeTYGPLSpcV4tUAAisXl0WwLTcDvz9Y1AbVduxA/+zkymUR0d4PHg/Xv/0RN7TUNa3aW4z/5GQJFad/TruQT05kStoS+iHfDRYMQglMDrZwauL0/wrmZjPNaY4kCIa+LAx3BhijSpZQUTRuPrq1I8c+WTT4eiWNJSbxQoWzaPHcfT5EfZPiMECVLsdwsWeGb+b+lwzvIrtAxZorXmClco907UHcNEwi+jv1nhFTfnYi7m0c6frLsuRvZD2y70fwk7iO0B9x0BNzM5coAnOyv17AWqxYfXo+RKZvsavXx2EBr3WLT3+Lnl8d9WFI60WbrQaZUJVMyiQbceF06XSHvhqeguYoFEhLFKrX0O2wpOT2R4vWV6HnJUfg/TgASLBOO/AFkxmHwecQT/4x2v5tkUU3QdQE3UkXnoZoQaJqGxFr+vNTyjG9ZgNy6Vqchn80tmlUJAclild2t/jqnzohPI+Lb+kl22bIdczFQC+VfnptyYuHuJa7GcnxT0/Md7Azx0Aq66oUoO1DSgHzF3FEF+oJuarWGSKFiYjad+BGDQ4jDc4oGa1lqSj43h5ybq5/yzc+Dz6c23pEIZDK4bJsnrn+r3JpP/lf36B000cT24Gh3hJmsMkD1GdqyJvfNZIGvxlNoAn6wu60uKUQIwbN7olRMG0MX6y7ubCmZzZaV+XnQQ9jrIux1MbCGpO5WyELBcU2XZ79fnHQnk8ixMcTw8LLHWGfOIL/9xnFupz0KloV2+LBj/AaoCblpqon8AnYPwpXLK2Sno6bo4RWkcu3tiHaVEiOTycWJv21DLIauiWX+O9sVl1qoLhrVWhK+m0xzcTbLq/s772lCgWlL3rs6R7JYRdcELw13LDP/zZZrjEGpvEBSS0z2dgKklE6U50rnjC0lmZKJz6U98E78Jzt+wtdzvyZVmQGgbOeZKJxnsnABEEhsCrkUhnAj0AFJm6ePeHmCBU5P2BUl4GpcU89GQLNAv4+gCcFze6PkKhZuXVtG9fx2MkWyRpu7mSzSG/Yy0FK/8OuaoD4BdW1MpYt8PJpA1Ch7rx/suq2RmWlLvryZYD5Xob/FR2/YozRosIyPtypp4NyfQTUPdo0K+92/Vf8/+i6c/WOe/yffc2m+gGkrzdhoouA81JKSI10hPr+RBKSisgm1IPoMjafWoffrj/jIlRcd26OBjTm7biZafS5afC5SxeoSLT98O5Vm3z3svksp+WYitSQ2LMvBzuCyxW2ozc/1uNIQu3WNlm1oamwWLsxmODudAeB4T4RDXfUbwivzOb6dTCEQ9Ea8PDXY9sAW6UII9MefwLxw4fZ3LlfQ3ngT0dKC9e/+v8UNuMfzwH5+TTw4aPG5eONID8WqRcBj1F3DTcvmsxsJ57r60WicXx3vXXZebIRBJaXko5G409zvj/j4weDtU0Pi+Qpf3lTHcmqghejI9Xp5ylKsIleTZ79ffEy1Chl1PbXHbyKefAr9Rz/GvnoF2tqRn39W/2BDh44OmI+pRv0C6wZgYACtRplfFaGQosXXXNxF7+0Za1uJg50hJtMlbKlkghJlNHtuJnNPU1zGUwVSJRNbgm1Jzkyll5ksR/1uDE04cbc7KSKratm8c2WObNnEpWu8sr+zbpJr2dL5vQSeHbq7+NydDr8R4WDrs3w+++d1P1cuTIubeFNWCLnaebb3HzKeO0+yMo0tTTQMfK77zwR3s9Es0HcQChWLfMWk1e9aVZsthFiVIlI2F2lzUso6A7I7xaW5WpEqQROSyXSRfbcxaTo/k2EipWKRrsfy2LbtFJaaAK+hUajaaAL2rnaRj+wC3bNYoC9FchR39ibHe/cCOBNcBxL6W3y85nORr1iEvQaJQpWgW19XJBzAsZ4wIa9BtmSyu9VPwH3vTiVNCF7a18Fctsz712N10+h7jaWTfVA0p1txoi9CV8hDybQZiPh2TIa1adt8P5VxPu/vptLs7wjWsS++m1p04p9Kl8iWzW31B1jwWrgay+Nz6Ty3N3rPKGTWlSvIb75ZfQO/FLoGlTLC5UJ79VXsTz4BXUd/9rmtP9AmmthCyJpJqS7EmgwrQ9cIrcBkW6oLB1U8LBRFd4qKZTOTLTlF/1iywGO7Wtd0K5dS8v71eWcf8dG1Od6w5aI8RdfVv0oFvF7o6Vn5iQIBZQq3/AWQly8h3vwFepdi0ZmffVp/H9NC/9GPkdPTKi9d05CZjKLKe29fQAnDQH/zF9iXLiHcbsTBg7d9zFaize/mJ4e7uTCb5dp8Dhv1d73XFHddLK7cqx2P29B4/WAXk5kSfpdOd2jnSI5GEwWyZdWAKJs2Z6fTPDnY7vx+OqPW7oV96pmpNK9tc4FeqFp8cD2m9pxtyxmw2wXTrnAm9lvmizdWucdSi2QoW0U0obMreJR0eZbZ4nXavf0Mhx/bluPdyWgW6DsEMxnlJC4EeAyN1w50bVhjfKwnTCwfA1QRvBHq2moIew3m84qKp3LRb0/9yVdMJxbJkpLr8YJzOncGPQgBxap6zq8n03SHvcsL4GP/JcycgTP/Fgox6kbvhgeCi+Z4+zsCXJ7P1T28ZNoOhQ9YV4Ft2jaxXJmZbJlo0MPQFmbYbhSaEHSHvZwaaOHrWkPiiV331mBGCMEPdrXy2Y0kEsmJVUxjhBDbRiG8G0gpKVQtPIaOoQkEgqX9ByEWhzcLcOnCWdQla5s8bgVi+QpXYnknSeCLG4l7EvEjUynkxx8t0kmXwjAQL72MnJ6Gc2fVqaxpSFPdV+vrR/uDv7e9B9xEE1sAKSWfjCWYypRAwoHO4Iqyn7XgMXT2tAUYTSiq96Gu0F1f5w1N0XoXUljcurZqXOkCJPU+N6eun0Gm5xALU+xHH4PTX6lfFgrYv38P7Uc/XvY8+iuvYr3/e+XMbtfHLInoLVG4Q0Nw/fri7XgcoWmIvr7Fh7W3sxaklMhKBXnlCpRKaAcPop88ufab3Ub4XDoP9UZIFirM5yuEPAbHeu5tskd/i48byQIT6RI+t84j/Sv7Gnhd+upDlQZC1bKpWDZ+l44QAk2wZgPCpYs6cudGJKCbhW/Gk45x5M1kkb6wb81Ep63CpeRHzBauY68gEW1193K0/RW+mf/PFM0MEouQK0rZyuPRAxyPvgK8su3HvFPRLNB3CM7NZJxJNabNRLq4YQpRNODhZ0d6KFTUFG8jWZ6r4aHeCBVLZZ4PtdVrsFfD/o4gE+kSGqpAX+p/kypW6yb9AsiUzOUFtBDw6j8HacNn/2Lx58Ee+Pu/AffiZxP0uGj1GaSKip7kc+sbcmK1peST0TgT6cUuvz6f5/FdLexepUi3bLkpn+9GMRwNOgtkI1CBB1r9ziLSCMezFMWqyWy2TIvPRYtvbeaEadv83ZV5MqUqmhC8uE9lC58aaOX0eBKAR1dw3H16qJ2PR+OYluThvsi2a+urll03WatY9yYjXBYK9Q7Pt0ALBrFmphXdtFKBchn53rvIH/+kXofaRBM7GMWqXYvkVLcvzmY53hPe8LXx1EALBzqVfGkztMm6JnhhOMrp8RRCsK7pnCYEe9r93Egqf5eubByxUGALDc6dq9d3x+MrPo8IhTB++jPM//v/qv/Fnr1oP/hB/XE+fAJrbEw9r2Egdi93jl4LMpHA+tu/qZvYWxcvov/hH6oJ/C1YaFhsd6Pb0AQv7+/ElvKeT89Bvf9n9kQdd/1GgjIFLlOs2nSHvLcdXM1mS3wwEkdKSUfAw/PDUYbaAtxIFpjLVQh6DI7f0jTrDHrYFw1wLZYn4NZ5bNf2a6cr1mKMr4pQvDdred5MrVicA0R9u4iXbmBLGzWSkCTKE3wy/ae82P+Pt/dA7wM0C/QdAp9LryOObDTqYwEeQ8NjbJ5e2qVrdVSg9SAa8PDjQ12kSya2bfPpWNKh7d2av6piTlY53lIGrv22dkMoyvub/y/0PLzsri/t6+TyfA67louuCUGmVOXTsQRl0+bh3vCqxfZ0psRMtlz3M0tKJjOlZY8pVCzevTpHrmLREXDz/HDHtueXN9oC2mjHAzCZKvDhaMK5/VBvmMNdakohpeSbyTQ3kgVafS6eGmxnMl0kU1bMD6tGG39huIO97QH2tCkfh5XeZzSwPif+rUJXyEvEa5AqmSDh4Q1O6+4EMpfD/uYb0ATayUcQfr8qsl0upTG9FYEg1m9+A8VC/c9tGzk3u2qBXrVszk5nKFYtDnWFaFunPKWJJu4VXLdmYuvaHV0fhRCbLpWJBjwbzkt/dKCVobYAEnDN9cH4uCqebQty2cU76jpiz55Vn8eemKinIgUC6M89h9DrG5qi5gZvj4wg2tsQwyr/3Dp7VmnZg0H0l15GBFZpnH/6yXI6vW1BOgUd9deZkXier2rN10f6WxiOri3d2wo0QnG+FI22lkspeffaPPM5ldqjC8GPDnU5Tatc2eTj0TjFqsWR7hD7O0J8PZFycu7jhQqz2TI9YS8v7Vu9ISKE4ERfCyf6Np6IsFk43hvm99cUA9bn0jeFAXs7TOUvM5W/TLt3gMHQwwghGAqdYK44yooBjlJwOfXJkuxzkNjkzSSWXUXXVr5mxfJlLs/lCLh1jvaEd4zMcatx3xToV2M5rsUU5asr6OFId+i+clp8pL+FYtUiUzbZs85J9XpRqCjtzVa7hFZMm6qtaEUBt+FMxZ/do3F+Nst8rlx3yhuaMp1btSP62b+AxLXF2wM/gD0vK7OY0ffUFH3gSahlqx/trqeJfTQSJ1NWetjPbyQJe923zWxfgK6JFTVW30+nndi2RKHCaDx/W03+dqFiKl3/WlE5Dwq+nkjX3T4/k3UK9PFUkZF4HtOWzOXKnJlK0x3y1G2sl7IjGm3TshR6bRKTLZl4DA3vFk/wpW1j/fVfKQd2wJqcxPh7f6h05yvpTEGZPF2/tvznmoZYTbcKfDqWcHSzU5kSPz3cveXvr4mtRdm0+XoiSbJQxe/WGWz1M9i2dob2ToJqaLdxeiKNLliXEdt6YUslY/G79C2V0kgpIZdTho1utxODKl94Efv8OeSZM4oFswRiaAjtyadWP/b33l0s0KVEPPkkQteR+TwyNo9ojyKCah0VnZ3oS5p2MhZDnv7KcXi33vod+pu/WPk7c2tIPKiGQLi+cWlLyVfjSYfp8PVEisG2wLY321eCLSWVmtv4/XJe3ClSxapTnINqno8m8hzrUX/PT8fiJGtu8mcmM3QGvcv+hkvX8kZriCxFNODh50d6KFQtQh5jyxma88UxzsR+gyVN5orXkUj2hE+SqcwjEMhbCnQNvSbxW/7zoKt91eK8UDH5/bUYpi3RBOQqJk8PNeP54D4p0GeyJb6dSDtT2FSxynS2xI8Pdd/mkTsHXpe+JdrR8zMZzs1kEChDtkfWkdV5J7iZLPDZDTWx7Iv46tysu8Ne/G6d316aXWyiAwMtvkVKcHoc/vQNSI7Aqf8WXvpfoFpQ3W8AJIx9AP9bG5RqxZfugVP/Dbz+L8Gqwun/E/KzcOIfQ+sgRXORpmMD716b48eHlmdw94S9dATdzGTK6JqgK+hhoMXHYNvyfHcp62lId2/Dtzn4ZiLF1ZjS4T+xq3VVtsD9iHzF5KOROLmKyf5okOO9EVy6gCXD3KWJByXTdqiNtlTxhP0tPm6mikykigTW0OCtBlmLaHHpAv82GwpqtzGj2lRUKqoQXziRMxnkQqTaakjEYXgYRkfVCRMOw8AA+tAQon31hTqerzgbaIGK+WkW6Dsbn99IMJ0pIYFM2WQuq+Is78X0cqvQ3+Knv2X52nE3qFo2b12eo1C1EMCLwx20b0GyiLRtrN/9FmZUvJL26g/R+vuBmuHaQw9jFYvIc+cWrwG6jnb0mLPeW1cuI7/4Alwu9JdeQnR0LpO+yHfewRTCcVdH09B//nNEexSZTmNfuYIIBhAHDir5zFLE49gffoD+3PPLjl9/8ilFca9UIBiEvn70Y8cQnvpm+4Ka0Lnt/O+9LeCKVYt3rsxRrFr4XTqv7O98oK551+N5vptM49IFTw21r9iI8rsW19eljEwhoGRaPLarjfevz1Oq2gy2+unY4HlStWxyZZOQx9j2YYfb0DbsPXWnSJVnsKQ6Ly1pEi/dZE/4JBW7SC1zqQ42FhoGunAh0LClRY9/PyF3lMHwiVVfJ10ynbPKlso3pwmF+6JAz5TMZd2cTMm8ZzrgnQJbSs5OL7pQX4vnOdoTXhfzoGrZyihrnR3Hr5fEbU1lSqSK1TrH9LDXxSv7O7key1EybXrC3nqN/a//a2UKJ2344l/B8A/hiX8Gn/9LkAuLuw2lJY7tVgm+/DeqQP+rfwQX/xKsMnz1r+GfXudwV5jvphYnqbYNU+kSe6P1xasmBM/v7aBSe89rdVmP9aj82oplE/YYDK1QxG8UtpTOxjUa8PBQT5hM2aTN714X6yFfMbkayzmf/1fjqQeqQP/iRtLpol+az9ET9vLUUDt/d2WOsiXxGBrP7V0sBHe1+Dg/k8GsuSMfrpkwPT3UfkcaPCklH43GmcmUkUhO9rew7z4qOOrg8TjZ5QC0tSmaanCN95vJII4dR+zbD7aF6OtHrIPi1t/iZSxZRNoSTRM7Kp6viZWRqpkgLcBGNeDvpwJ9K3AzVaSwxHz1++nlMVgrQcV5yXVTSuX0NMzOOgW1/emnaH/wB3X30R57HNnSij1+E7w+9AMHEB3qWGShgPz4Y/X4Ugnr7bcx/v4fIR55RBXtzgvJuok6loV98RLaI49g/eV/gmoVqRuIWFzp1H0+yC5S6uXVq8hnn1t2rRbt7eh/9A/ANFfUnC9A1wQneiOcqe0PjvdENoV2mypW+WQ0TtmyOd4TIuh2YdqSnrB3XXvVS3NZChULCeQrFlfmc8v00vcrClWL0zVWQ9lSDMifH+3heHeYszNqH9sX8TLUvrjnOtoddnwVgh6DjoAHXRO8cbT3jtbyTKnKO1fmsKX6jrx2oHPbG+7bhahvN3r6MyxpoguDHv8BAIKu1ZvmV9Kf8lL/PyFZniToaiPkvv0kvM3vUga7gKYJBiKb27zcybgvvlm9YS/fTS06kILKEW0W52tDoC4y5hKXtttRfCxb8vtr88TyFTyGyotcT5FY97eQrPi3afO7adu1CuUvP6eKc1Ct0EIcBp9TZjRrIVRjUVx7G0xFu8U2Yf48h3c9RTxfYTJTVHsAKRmJ54gXyszlynQFvTwy0OJ8Jutx7gx6DH5+tGdTKWgj8TwTqRKWlExnSkxnSs7n9/K+jttGw916BA8aLa60hCkhUDTajqCHXxzvW/H+XpfOTw53kyxWCXoM/EsmFHfy2WVKJjOZssPw+W4qff8W6Om00pnbNnR2or32+uLvPB6H+l4HKZUTc1cX8uJF7Pl5tIOHEP61F+pTA61EAyqeb7DVv+0O+U1sPoajAc7PZJxCUxPQG278hId7DZcmnHgzAes6F+ZzKpbTsiWDbX4e33V7Yzhh3LLWu5av/ULTEAcPoq0UWXarB0WNCi9CoduzzcJhZCy2eNsykeM3Ec88g/bGm9h/8sd1k3j7yy+RszNQqaA9/jjawC7n+FijOF/Agc6QMyTYrGvLx6NxsjVZ3VfjSuYgagynV/Z1rMuYb8GMaKXUkPsZyvB00YmpWjNJO9IT5sgqLvd72gN0BD2UqhZtfvddS9Muz+ecWEHLllyL5znec382SBLlSaSU6MJgf8vT9AcPAeB3RdAwsFnOipOAR/cTcLUymb9EsNJKX+Dwmp+1x9B57WAXN5IFfC4la2pC4b7Y0QQ9Bj861MXJvgh72v0c6w7z0jq6xw8abCnJlqrOhU3UpoJuXcOlCR7f1XrbhWgsWSBRUFOOsmk7Hebb4cnBNjyGim453BXcuMHNS/8rGD5wByGyG4ZfUz/vOQFioYAS1H2lXX54/V+p/971FBhenHI1qjYPT+xupSe0qOePFapcjxfIli1GEwUuzS0xulknNCHw1uI7NgOlquU0nxZo86YtMW3JaKKw5mMB/G6DI90h1ZARgh/s3n4H0nuJh3oj6EJgaCoGsPs2/g2T6SKf3Ugwly3fsRnjUhh6vV7LdR8boFgffKD0qVKqSdvoqPM7/eVXVB6ypql/C9A0xJ49WG+/jf3Vl8hvvsH6q79U1Pg1oFykAxzuCuFfR7xjE42PI91hnt0b5VBnkOH2AE8Otm04reRBQMW0yZZNpQdHxWANRHxoAiI+FyfXIcH58mbSYQmNp4rro5Z2diIOHlLnr9+/Io18TYTDiP5+MAxlHPfIKQBEa5vKTF8NLS2IgwcRbW2L3HNddzwqNK8X/Uc/VpN0UBnq33+nrkHJJPY77yBXag7eBi5d29TGX9msv6ZZUq3lqULV8a5ZCwc7Q0RqA5Gw18WBjtCmHVujI+wx6AqpCbgu4OhtoudMW3JmMsWZyRSSlYdCG8XS+EFNgOc+bQoXzAwXEx9gY2FJk8vJj5xrTbunn92h4wh0NFHfoNsdPE7BTPPx9B9zNf0Z38ff5krq09u+XsBtcLgrzFBb4IEbIK0FIeVt+5YOTp06JU+fPr2Fh9PEVsG0bN6+MkeubCHEnWvUrsfzfD2ecqaBAy0+nh7amIv7HSM7A9lJ6DwKl38N2SkYegm+/N/VRP2Z/xHKafjwf4abHys6uzsI/90F8Efh438OuSl4/J9C5xHnaZXHnkMAACAASURBVOeyZT4YidUxCRawtz1w20gNW0pKtXzsrWBt5Csmb12aw5ISy5YIobQ6uhCc7I+sm/5p16YrD+IFsFC1KFYtWn2uOpZIsdb8WDAsjOcrvHt1Hqv2We1p9/PYaqyODeBqLMd3U2lcmsbTQ+1bog9tBJh//O9gqSbUMCAQRDzxBFq/oq7bk5PYb7+1qEtvbcP41a9UzNJCTJNhKKOnls1zzbVrDBRNKIPH++A8uKM30FzHdzZmMiU+HFGRZa1+Fy8Od9zRuvO3F2Yck1RdE7ywN+oYvm0lpJSQSKhUB8NAjoyAz4v0eOD8BWiJII4cRU5OIj/9RF0ndB3R24f+2mvIeAz7/AUIhdCOH69zerfeegt588byFzUM9J+/oQr8NVC1bExb4t0iA7bLc1m+m0ojapnzC1sOXRO8ebRn3c2AB1W+KaUkVazi0rU65qYtJfmaB8nCZ/jZWIKbqQK2VMX06we77jr5oGrZfDQSJ16o0BXy8NRg+335d8hWYrw/9f/U/cyjB4i4u3i4/TXcujLu/GL2PzJXHAFAFy6Otb+MQOP7+NuOk3vY1cFzff9oU48vXzGJ5Su0+VyENjnN4h5hxS/RfUFxvx2kVFSUuWyZ/hYfux9ACsV4ukiuYjlZ6t9NpXlx38ZZBrtb/VyP50nUKO4Pbaf+KdSt/r39P8BX/0ZR1T0h+O+vgK8VZs/CzLcQv6KKc1AU+Mkv4fAv4YX/acWnTZeqy4pzXVWyTqb4aqhaNu9cmSNbNnFpGi/v79j0+JuA2+CnR7pJl6oE3DoXZ3NMZ0v03qrTvw0a2aF0q+F36XVUdVCbpQUGyJ72AI8OtJIoLFLRJTASL/Bwb8tdG7PsiwbvOa3dspUWfjZbos3v5rk90bt+X7JUwr54AQoFRT+91bDJNCGdQr71OyxA7N8PTz0NnV0wMw26jv700+q+0SjEYqpI1421desbPU4p+f21GImCmhL2R3yb6qDdxPagWLUUBd6WHOkOb3nySCPi28lUnSHubLZEb2TjMoBHd7XyQY3i3h/xEt2mpqEQAtrbkZUK1p//GZTLikWzfz/6D3+ojFZHRlT02QIsCzk9pR7fHkV/9tllzystC5lbgfHmcilfjNs0+6YyJT4eiSFRsoqnh9o2vUg/0BmiN+KjYtoYGpyeSFG1JCf7WjY0qb8fi8L1QAixTNJn2jbvXJ4nWzYRAl4YjhINeJjLlZwGiC3h9ESSF4fvzmjZpWt3tG/ebMTzFT4ajVGxJMe6wxzqunsmRbw0zmxhhIpVZKZwddnvy1aeueIIb0/8a3Th5rHON9gf+QGJ8iSWbRJyRen1H6RgplmguWjCIOrbfdfHthTpYpW3r8xB7VW2q7F4L/BArG7X4nnH5X0yXcKla/RuYkzZToChaXUtGkO/swu8oQle2ddBoWpxdT7HxdksBzqDRLazi3X2T6CqIvUoVODy34DbD//pj2oTOBs0F9hV5fLec3LVp7Kl5JvJVN3PBLC7zc+RrttvAMcSBbIlExsoWzbvXYvxk8Ndm57j6NI1ogF1EVoPfXG7MJ0pMZ4qEg24dhQ9SUrJmam0s4CPxPME3DrfT2Xq7idQDZy7XQAuz2e5FsvT6nPx6MDtpSSbgVLV4no8j64JhqNBRuJ55mqxZIlChfMzGU7cxXdJSon1138N2czK8UUrPWZkBKanlRZd09B++BqiW/lE6K+9jn3mW6hU0R56aLne9S5QrNrE8mXn7z2WLPDE7ttrbptoLLx3VW3EJaqg+vnRngeu8bjUOVpy57GZnUEPvzzey3yuzGiiwPnZLIc6Q9tX/MXji34Vto28fBn7scex3/+9ylOXcpFRo2nQtXZGu7x+XXlg3ALx/AtoAwO3NZ48PZ50vA8m0kXOzWScuK7NRMhjQG05eWnf5ifz3AksW3JpLkuxarEvGty+1I9NwESqRK5iOsOnM5PqO1Co1juNZ4prJImsE2XT4oubSXJlk0OdIYa2SX4zmy0xmy3TEfTQE/byyVicYu39nZ1OM9Diu6tmZaI0weezf4EtV/uMFrX/AJascHr+19hSyWzC/z977x0nx3Vf+X5vVeee7skZwGCQc2IAE0gwU6REUqIkU7uyLNtPjs/rsN7d5/ferr3rtPu8tj9+fvbHq10n2ZJlW7Iio0iCJAhmkARA5JnBYHKens6h6t73x+3pMAEzg4kA5nw+JGa6q6qre7rq3nN/53eOq4o76p7GNBwEXJUcrP0cHZGTBFxVbAjefNXnNRUuj8aLCmqtw7FVgn4tYzCar4rZSjEcS91wBH1NqYc1pV46QnFKXI45x0QVQgjBux2jDET1hLcjFOfxnfWzMlGbM6SEULuWrp/7LrzzpzpeLQcFL/0HHZ+mCm7InjLdg37Xb0B58xVfYiK1EMDW6sCsbniGEEX7JzI2H/eG2de4ckj0YmEwmuJo2zC2UrSPCiwJW1ZI5vtsYIpiY8mTPeFJ3wXTFPNafBqNp3m1dSgX9xJNWZiG4OACyOavBKkUL17Ixy71jCWpCbiLKgrpKVo65oREAmLRqcm5YcCOHXDuXHHEmlIQi+Um3vL4+xif/BQAwu3GPHjb/M5pGrgcBkbB39vrXM0QvtYglcpJsgHStiRlyUmxmNc7Dq4r59XWIRIZm40V/jnHRBUinrZ5rW1YS6aFziReiJaeqSAzGZ3uIG3km2/B6EjxvcG2kV//OmQKeuHHDd28XoxDk6vmRVBqsmtadTXm+vWzOj9zwr5n+iM0V/hvCJXGW5dH6B5LIBVcGonz+M66WaX5rARMzDVPZ2PQCmGg43Lng1O9Y5zui+TmCO91hijzOmc06Z0v+iJJXm/V8yxzIMqdzRVk7MIxV0zZnjkXDCU7piXn9b6tjKS6sewUdkE2rSVTOW+daGaEoeRlan0bAaj0rKHSs2Ze5zQdAm4HphD68xCCoOf6vT6v33dWgDWl3pwLtikEdYEbi5yDJtW3r6/gdhZm8B0qyCBWShOPioW+UY20wVdvhuQo+RaNKW5E0d7JjyXHdOTaS/8Btjw2LUk3hOCmNWV80BVCKagucbGvsWzWkU3rK3yc6Q8TLTB4ic7C7OV6wGAslSM8ttT9vdcKQRdC56i+2T6MrWBvfZCPesaKuOaWKh+bqwPzkoEfax8pymKVSru6LzbiaZukJXN5vgPRFLevr6BlKErGVtqssWaefyuPR/8Xj08m6VJCWTni3vtQ4TE4fjz7WBmMjhZsuDQk2WEI7t1UxQddIQwhuGUGX4nZoHM0znvZCJ/bmirmPQFcxZVhCEG138VIPI1Ct/4shInjtYagx8njO+sX5FihRCZ3BdoK+iOpBTnuRNinTqHefmvmDTMTjOqkhGQS0mnka6/mFvOmgti4Ec6eheEhTey3b8c8cNOsz/G2poqcdBb09y1p2TcEQR8vtsC4asyipuTaIOiNpR7Wlnm5PBrH73KwptTL2QJz34DbwaZKP1vmMd6NxNOc7Y8WzT6F0FF3i90x2zuWLCowdo8l2d9YynudowgE9UEPpfMkqeXuRkzhwJ6CpMcyIfZUPoRt2/QmztIXb0Eg8JgB4nYoe14WQizNdbK+wkckZdE1lqC2xM22mvnJ+6VSvNmuY4wrfE4ONc+/9W+hcP3feYB12Qie4Zg2drhe5RBLibqAh95wIpcHGZzPIKaUJtSuEt17Oo6X/o8sOYdJxNzhzcemTX1Q/Y/hgOGLV6yib64qobnch2LucSqmIbhvczXPn+vXijxg6zVCUueLmhI3RsFKZmPptUVQ6oMeniqIWstIyek+PbDvbSid940f9Gp+IQyxNN8Pr9PEYYicqWCZx4nXafKpHfVE0xZ+p3nV0ljIGj0NDWHccSeytQW6u3VkUiFRf+OovgodDowHH0JUVCAdDtTffS2/TWh04qEXDVV+Nw9tvbJMdrawpOLNyyO5Se3RS8N8bk/DalV+kXF4UxWtQzGk0gaeq5/3/FBRUH03hWBN2fwi7ZSUkMkg3Pk5lrKs6cn5uMGbbedi4qaElBMW9iZDOByYTzyhe9pdrhkl7RNR6Xexv6GUk71hhNDEbsGLDisUdQE3XaGElvgLlrZlcZ4QQnBbUwW3NeniU9qWdIYSRNMWTtPg8MaqeS+y6HG8+LvpNAU1gcXnEtUlbi4OxXLzrOoSF80VfuqDHiypKHHNLzEoYycBxc7y+2mPfEgsM1pUKQ9n+nlv4F8ATeTvb/wKTtNDe+Qjzo6+BmQXdVK91Cxwv/lUEEKwp6GUPQvkf9U2HKMnuwgyFEtzqi88L4XxQuKGIOigJ+M3coXDypKPeNpmW03JvGU5d6yvoHU4Rsqy2Vjpv/rJvm3BNx6DS0c0Qf+JV6B+n35uqsr4eFTaU1+HzY/Bn26BcGeBvF2AYeroNcPUMvc1B2c8jfmQFb/LwSd31DESzxD0OHKO4Nc7qvxuDm+qojuUoNLvYt01br64q66ULVUBbClJWpKMLefVK56yJHYBQfc5DQ5tqKTCt/iDumkIHtpSw5n+CA5DsLMumHt8ISZf8vXXUW2tekJd2Cs6FSwL+cZRHE9/ASMexy6cTCQSKCnnPJleTli25N2OUQpVhTIbV7VKFxcXDsNg6wIsnF3LGImnOT8Qxe8y2VEXmJffic9p8vDWGtpH4pS4HTRXXP09XA0NYT/zQy1bb2jAfPiRK1/XDoeWrj/5aRgZQb7wfLHkffw+YRggBGLT5hnPQQihVT1XiW21AWqDblIZSXV2AfpGwG1NFVz0RXXbRFUJ7hVSQbwauEyDR7fXkrQklpTYSqGUmheJTaQtClXlm6v87KkvXZy2zglYU+bl4LoyusNJ6gKeXE74QrT2JK0or/X8DVLZSGWDAMn0CtBQqo++RAvNwQNYMq92USiimeF5n89SYyiW4kxfJKdQkGpyFOJy4sZgEjcg0pYklrYIepyYhshJOKTSBiif3FE3rwvcNMS0cubLo3GOd4YwDMEd6yuouZJi4fhXofUlQOpq+be/AP/7Wf3cnh+HjmPkVi5L6uALP4BAPQSzlc8vH4EXfg2sFOz7CQh3QcOtkInqn7c9CZ6FN3rpCiVoHY5R7nOyqy6I22FSH7w2JGELiZoS95X/vtcYMlLmIu0MAQ9trdWmPleB/kiyqCrkMMSSkPNxlLgdM0YEXg2UZaEuXpi1MRyQI/DK4ynuE/X5rilyDnC8O0TnWF69YwidT3yjTOZXsbSIZPtpA24HiYzNyxcHsaS+P4VT1rxjToMe55TVKGXbyFdeRnV3Q20t5gMPIpzTL+7ZP3pRq2gAurqwL5zHsW27NnsMBLWZZBZi3z6M9euhvEI/39CAuusQ6txZqKpCVFQiMhlYswb6+sDrQaxb+OqcJSUne8JEUxZba0qoDXgo97pgfkKCaw6GENfVwpcQgo7ROB/1jCEQNJR6uHP91bvyXxiK5X42hVZbLKUMuqnCT1PFwhvS9cTPY8l0npTPOKSrXN95wFnsZh9wLb+7/Vxg2ZIjLcXxyk5DsKM2uIxnVYxVgn4dYjSe5qWLg4BeTXxkW01Rz7gAIklrUcx10rbk7XHppw1H24aKZMST8OpvoYXhWQydg5f/I9z/23Dgp+HU1+HyUV1d/+KLULe7eP/yZnj6Owv+Pq6E4ViaNy+PYEtFfySFbUsq/W5spVhb5l1wB/dVLA6GYilah2IEPI4cwbo4GCNVUPW+MBDhprVXR3L9bkeOwwrBkjjjJjM2Z/ojSKXYURvAtxhqDsPQ1a9MXgaXk6rW18PgoJaZjkMIjEOH9I+JRHG1PR6/5irooUQmn18sYFddkB11K2dQX8X1gw+7Q1wcjAKwubqE+qAnp9KQCoaii9MzDqDOnkF1dmr5eU8P8sQJzJundmRWfX0QjRY/+MYbqNo6RHk5xoMPIr//vVx13bjp5knXvLl5M2yeoko+QzzafPBuxyidId2q1xdJcXhTFZGkRdDjWG2FvEYgleLCYJRQIkNzhY/arMfUyd5w9j6t6BlLEk1ZV52ZHXQ78/d9IShZApVkXzhJ+2icCp+TzVUli9LO4zFLEMIAZSPQ16PABCTrA/tpi7xfsLWgxFnB2pJdAEQyg0XHCqcHuJagPXqKVyQe37VIZtdXiRVL0EcTaUJxHW90I5h0LCQ+7gvnVoWksmkfidMY9HB5NI7MGp3O1gRtrpjoJpmRM8iL4kOTH3vj9+Hwb0LoEvQcB5TONf/Ol2D/T8Ktv6jl6+NIReH7/xt0v6Pd22t2wX2/A2WL0w8zmkjnVhptpWgbidMyHEcB5weiPLy1ZrU3coUjmrJ4pWUo614siKVsbllXjtshMISe/BqCWTvZxtIWr7cOE0tbbKrys7ehlEqfiwNrSjk/GCXodnDr2sXP3X65ZZBI1oSuayzJ4zvrFryyKwwD85FPYL/4AqQzUOLXk3OloKcHfD64+WaMmlrw+xFOJ8LhQCmF/PjjYoIeCMyKnEulGIqmcTmMRbt3zRZbqkp4rzMEQhP0pYrauRYhs6ZGoGgs9a6qDOYAS0rOD+SNqc4PRNlSXYIQepHdEOKq8s9nC5VM5q9VKSE5veeLCocn95ArhTzxEebhe1GtLfnnenuxj7yCuXsPoqY4Zkz19WG/eUzfV/w+xNp1GHv2LNoC3nBR4ULxautQbmy/aW0pGytvDD+Zaxkf94Y5NxDFVoqO0QQPbq2m3OvCaebdzRVq1m2MrcNRPuoew2EY3NVcSaXfxU1ry5BKEUpm2FxVsuiLN8PxNK9nE3I6RgUZW+Xa1BYS9b4tDPk76IieRGDgMrwkpfbhuRw5QZV7PRtLb6LEWYVpmLgMH0II4laY3viF3HFM4aDMNTvjynjGJpzIUO5zLmtSgN9lUuZ1MpadL60p9a4ocg4rlKD3hpMcbRvOKSEf3lpD8BoyrVhuuB1mLrVQCIHLNLhlXTlVfjeJjEVzpX/R5Dk+p8m6Mh+doQSg2FEXuDJZ3fE5OPNPxY+ZLhAGdL2Tl8Paaej/CF7+DYj2wwO/m9/+xV/XEWx2tprQ9xGc/me45efh/t8D58JOYmoDHoQYw8g2naYLmpPCyQzxjI3f5SBjS0xDTDspVUqRyEhcDrFadV9ijBa5Fyv6s5WozdUBBqJpBqIpqvwuts3S+fWdjlFCSV1RvjAUoyHopSbgZlNVCZuqlmaSJ5UqcohPWTZpS+JZBKWMKqySR/KOuUipyfqxY8iSEigvR1RXY+zeg+rqQp05nd82GMR89LEZX0sqxUsXBhlLZlAKdtcH2V67fHLM5ko/QY+TcCpDXcBzw8V8zQVH24YZyF5blb4Y926qWl28nCUMoRcLx4cXQ+i+04e31tI+EsPrml/P+Iyvv2079tmzOQM3Y9fuabcVa9ZMbfKWNYtTHdlKPOht2tqwOzown/osIqiJh7Is7OefyytzImFN2M+fw7jtNoym9Qv9Fmkq93FuMIpSWeGuIteP2joUZ2NlCUopLKmu6EdiSUXasvE652fYtYq5oy+Sj1EGGIllKPe6uKu5kmOXRshIyb6G0lndpxMZm/c7QzqG1LY5emmIJ3c14DIN7pxnK8lcMBxL56TktlL0RZKLQtCFEPTFL6KQKGSOnAPYZBhKtTM00E6Few0eRwn1vi00+LdyfOD7RDMj40dhXckemoMHZny9kXialy8O6rmXgEe21i5bAVYIwf2ba+geS2AaYkVGb69Igt4ypFfDUHqluCuUYEfdKkGfLfY2BBlLZgglMjSWemiq8GEIwcaqpan03NZUzo7aAIYhrty/+/7/gLYfQW45Af3zj/2LltE23lqcbQ46A73tR0ABQR++kCfn47BT8P5fQCYBn/qL+b+pAgTcDh7eWkP3WJJSj4PjXaFctJqRXRA52jZM91giG+9UTeWErFqpFEdahhiKpTCE4PDGqlVJ3RKi0pe/nxQ60DsMwT0bq+Z8vFRBlJqAIpn8UsEQggqfluKNx1AthtmP3dIyu8ikaBSiUVRnJ/bp04idO4uq56K8HBGYmWiHEhnGkplcNeRMf3hZCTroHsSJ1/QqimFLRU84mft9MJYibSvcjlUCMxsY2SjIdzq0e/nBdeUYQlDidrCrfuF9VSZClJRgPv0FCIWgtBThmvr7rjIZ7FePTM4gLynByMacibVrUJHwJBM4NTSUI+hkMnkSX4hwGPnKK4jHn0BULixJ2l0fpNznIpa28LtM3mrXn7UpoNzrZCyR4eWWQdKWpKbEzT0bqzAn5G6PxNO8cnEQWynKvS7u31w9aZtVLB7WlHkIJTPYUhOG6hL9Pa3yu3li19ziCDO2RBTMR4vzxpcONSXu3HksRLrCVLClxQdDPyAlYzNuO5LqghT0xM7RH9tB3Bpj/DMyhZN6/9ZZLUydH4jmxnEBtI/EluReNh1MQ6xoc+MVSdDLvC56w3pVzDDEVfeN3KhwO0we3FIz84ZzwgWgBagD9gHTT/yFEDP32451wvO/AlZ2Auf0w87Pw32/nTeAq9oCP3EE3v4TOPstXUU33fr5xCh4s73Bd/xbXW23k8WE3kqSGLjIu61DJDM2u+uDOUngYDTFpZE4pR4Hm6tLrii9TFuS84MRlIIt1SU4TYPecBJLSsq8Lu7dVM0H3SEsqdjXUMpQLE1fJIlCS/zf6xzlkW3F8U694SQjcS2vk0pxvCs0aZtVLB58LgcPbamhfVS7F2+4QiUqmbF5rW2IsYTF2jIvB5vKJ31f9jaU8kZW9VPiMnOJEYPRFO926knfrWvLF30R5r5N1VwcjCJhQfvWZCoFnZ0ovx/1+mtzP0AqhWpp1b3rWed3cYWKXCHcDqOoMOdZRlncKmYP3SJi5BavHIbAaa4Sl7mgsdTLZ3Yv3ORcpdPId9+BWAxj7z5EXd0VtxdOJ1Rf2fxJfvShNnKzbb2wXlqK2LoVY9fu3P3HuOVWZEkAde4cjIX0traNsjL5FjiPBxoaoa+3mMgDCIF94Tz09iECJRh3HUJ4vSgpddtMKISxbdskyfxEDEZTdIQSVPicrC/3EU5ajMTTBNw6P/vWdYqLQzHKvU72NZbxRttQ7vs7HE/TNZagacKE/sPuEJks6RhLZqbcZhWLh+01AXxOB2PJDGvLvFdU2470hGk/2YsQguZ9DZTVFqvbAm4H9UE3vZEUSil212fVHUrxUc8YHaMJKn1ODjZVzCvhZSaUeZ3cv7marrEE5V4naxeQoIdSfcStMSLpIQbil+a8f3f8LHXeLQwkWwGB1xGgzH3l+8g4/C6zoIVQ4L1BEo+uFivy09lZFyBtSwajKZrKfay5xvKVrz2MAWGgFphqlbwLeAOwgD40Od83v5dMjmkZ+zgMBzz5V5O3s9Nw8Rkdx+av1U7vLS/AX+yDXzyrV+3LN8BPH4Ph89B/Ct76I7T8wuTovj9iJKzJ8huXRvjkjloyUlevx3MlExmbfY3TG9G8fHGAcMpCKe1QH3A7GIimkApahmJ8amcdd2/IV117C6pGwJTZS+YE4rS64r70KPU62eudefX2o54xRuO6Kt05lqB+1MP6CYS+IejhUzvrSGRsyrxODCGQSvc0jq8Yv9o6xFN7Gha1D9dpGldlWKYyGUgmoSRP6mVHB4TDKJ8P9fJL+Y2nOn+nExob9UQ9mZz8PEB4DONffxEGB3X1PDi78/S7HNy6royTvWFcpsEd6xe/l38V84eWEFZzvDOEQnGgsWy1B30RoaRE9fUhHI5piar98kvaJ0JK7J4ezB97GuGbJ5lMJvOVbykRzRswd+8p3kYIGB2BkWFtKJmNTlPHjiGjUcwDN0EigXHHHahwGBGLItsvQ093/hhZub0aHcE+8gqORx9Dvv22dn63bezWFszPPIUonfqePhJP58d9QxBJWpwf1BU9UwjCyQz7GstYP0e3bHOi2d3qd3xJIYSYNB5PBWlL2j7sQWXH49bjXRz4RHHlVwjBXc2VjCUtHIbIya87QgmdRS4VybDNqd4wBxY5K/tqVVpJK4ohTFymJvUZmaI7ehaH4aQ31kpf4jwAAgPFZKVfubMRqSRhq3/K5xUK03BwZ92/ImnHqPKsxRSzo5I76oKEUxZDsRSNQe+ituhcD1iRBN0QYsUExV//aAdeRpNuF/BZYGKVbwhy2YgW0D//l63eAWvvysrVFVgJuPwGNN1VvN13vgSpMf1zrOB1E1mi/szPadm70w8/8z7s+jG46Stw4YdQsZlovBqVlRsLAbG0TSRlaY6hxvt7pnfCtaUiVNDXG8/YxDN2zljGkopIytLRLFnUBdzUBz10hRI4TMEtU7iA1wbcrC3zcmkkjtdpcOtVOoWvYvGRsmQ+fUQpMtPI171Os6jPzZZKy+4KfpdSYaywKqIaGMB+9hktP6+owPzkp5BnzqCOv6+r3VPJTidA3HkXRlMT9t//3fQbVVZi+HzQNHfzxvUV/jlPnFex/Cj1OLlv87UVv3MtQiml+7f7BwCF2L4D87bbJm84NJRvMxECxsa0qeM8YOzeg93Skqt6q/Z21P79xcZuAwOoixf1zxPuJ+r8eWy3G/XOO/q0Nm7EuOcwxrbtyM5OCIfB5UIee0PvKyWE9JxA9XTnjzcumZ+GoA9GU/m+XqnoKohKtJWiayzJvgmBM/vXlDFyUUvcK/2uKSuZN60p45WWQeJpm4agh4bVgtKKhJKqyCNBSoVSk9ebhRCTjEgTGRtZkJUdTU9QeKwQnBp+iY7ISQB2VtzHusBujvZ8jYQV1RnnKn/emnwXtpeCQ7i5re7zdMZOcmZ0EDWxxTSLGm8zpe5a5ipOdxhi3rGQNxJWnamue5wD/gb4e3T1eyI+RJPvDJAATk+xzTrARH9dHMCmqzuVaD+89cdw4u8BBRseIG+HnoavPQixQRhpy99IZUGUkzBAZAmQktD6gnaBT0f1v+/+qX6urCnn9L7p0t9i2gkcQuJxGlT4XFT7XblbkikEa67ghGsagqDHkXPO9TpNKn1OiG3CjgAAIABJREFUxgvehmBS5Mb4Kuxn9zTwmd0NVPomr4IKIbitqYKn9zXy5K6GJYngWsXcMBgf4Dff+L94ueurmELhMAQepzlr+aLTNFhX7sVhCByGoKncN2sn2aWE/c7b+f7P0VHU5cs659yypibnU+Sfq9deRQ1NkchQiNFR1ETp6nWG/kiStuEYyczMixqrWMVsoSwL67lnsf76r7Cee3bydRSJaPWKlQHLQn18SqtiJkBs3KjbTExT/3uVPd0yG7umhoYQZWX5mEWAkWHso0dRkYh2gofi5IZCGAaiolKT83HZe2srKhvZZqxdi9i+HTkuexcCHA7tZwGIdev0+wDdNnMFiXt1rq9Xj+uNpd6ieUBdYHL7UanHyad31fPUngbu21Q9pQIk4HbwxM56nt7XyJ3NlasqkRWIUF+EluPdeANuhCEQhqB+UyXGLJWL68q8OA0DpyEwDcG2FZgZn7AidEROIrGR2JwePUIsEyJpx5BYReQ8j+Kx3FIp3h34NgkrMs32GoPJywt89isLGVtyaSRG91hiUhTbUmJFVtBvJAxGU5wbiOB3OdhTH1zgCXwCOIYm4GngR8CPT9gmgK6QK3Qe+YfAemBcRtoDjAD3A4PAKLqC3gDMoS8mFdWy9MSojkg7821omJCpaqfgj9cBAtbeCV98Dj75F/BPn9WEfOsTYDgh2gNV26D7XU3YVXYlsPt9iPRCoB7SMfiHx9mTiVPb8X1SwY3Uf/FrmFlPgwc2V9MxGifocc4os3lgcw3nBiIopdhaE8BhCM70R0hZku01JdP2Is3mb7nq+Lpy8ZPPfpG+WC8AR8wf8rXHvsO60po5tSPc3lTBUCwNQNUKMBWTbW3I4++Dz4d5z2FESUl+ggtg28gjr0xJwnNwu4tzzkFHKp0/D36/JgtT7a+UnmQ7rs9h51x/hJN9YVA60uex7bXLGiOziqWDVIqz/RGG42nWl/sW3HhInjoFvb2axPb2Ik+dwty/P7+BZ0LVVinsZ57B8eST+lfLQrW0QGUl4tDd0NuDSqWRbW0YW2dn8JQ7l0ttyFdf1aT7+PsY9947mYBfasNubQHAOHwY0bwB0dioc9UNA7H/AKqrE9welHvCfVFKZHs7xs6dCCFQFy5ASzamTQjYuBFz71597FtuRZWWosbGMDZtvqLpZIXPxeGNVVwOxanwOtlQ6aex1EPrUIyAxzEt6RJidt4Jq2P5ykR0JM7F97tyXNQbcLH51rW4pyicTAefy8End9QyEs8Q9DjwL3PvtC0tTg6/yGiqhwb/VraW3YUhiscaqSxe7ZmibXQGjKZ7qPY2TSuBB0hY4as672sBtlS8cH6ARMZGARsqfNy8TArX63OmdI0glrY40qqzmA0B8bTFXRvm7iA9PSauoKeBl4ABYC2wBtiD7jFPF2zXhyboF4GjkJPCuNGkXwHngU+gTeNmgYFTWopup/R6wfnvwvnvkZfYCN2HPm4a1/02PPfLEB+EJ/4aNtwP/qxU8tlfgg/+UsvihaH3VTZcfg2+egv8ciskQznDuNrht2HkPTDy8tsKn4uKWd6g3Q6DvQ3FYp6Jv6/i2sOFkfP8xmu/TiQd4Zdu+lXub3qQpJWgwltJX7Q3R84BEnaEF9q/xc/t/8U5vYYQYlpjOFsqRhNpPA5zSaJGVCSCfPWInuSHQtgv/QjHk5/GvPMuLXGfjlgXwjQnk3PIxiJ26uemO0ZDA2IikbiO0DIcy7U0CKkYjKYXxX13FSsPZ/ojnOmL6JapcAqP06RmIQ0hU6m8miXbh219659BKYzde8DrRdxxJ+ro6/l9BgdQUmqDtR/+AEZG9XAbDGppu22j2i9ht7VhPvDAtC7tE6Fa24pM3ORLL03eaFyKDshjxxBd3eDxYjz5aURpKcLhQO3Ygf3Nf9DvTYh8TJtSqPfeRaaSmDfdjIpG8q+nFKLg9iKEQGzdNuuPsSbgpqagUl7ld1PlX01PudbRc2GQ/rZRXD4nG29qxDQNDIeBMAShwWhRoTgRSWNeRTSm22FSH5x6v0TGJpqyKPc6l0QldyF0jJ7YOSQ2beHjBF3VNPi3saPiMGdGXkUys4LLKTxk1BR+MUpxPvTmlBL4cWwunaJ95jpBOJkhkbFz3kGXRuKrBP1GRDhp5fzDpIKhePqK288dAXQ1vD37e3X2ZwmcRTuzC2AD0IpmzjK7H9nnxwdiAcQLjp0Bfgg8Bcziy1uxaXJk2viF76+Be34Tjn8V+k/ox6wUfPiXmtBffAb+9XN5gt72kibnOQh93srW5nOhy1C5GZrvg8uv60F/35enNrdaxQ2Lf3fkV+iOdgHwu2/+Fr//1n9Boaj11RWRcwCBoMK7cL1TtlS8eH6AaNpCKcXBdeU0LXaPdSymzZnGJ/rZ/HIRDOJ4+gvIkyeQ7703vRwVpu9Hr6/T5lPTQQiMQ3df5YlfGyjzOIilLcZbHa8YMbmK6wqD0XwWs0IxGk8vKEE3du7EvnABZNYp/fLlHGmVR1/XJo1er+4nj2fHaa9Xj3mpFAwP56/rkZH8gZWC7i7sZ5/B8eSnZ3cydbXQ2THZaR2gaT1i3TrUm8fyj6VSqAvamEp1d+noNtD3n8JsdNDqGsvSMv32y3DTzRibt2B//HFuO2PHjtmd5ypuCERHE/S2DCNthTVmc+boJWQ2Hs0wRe7nHMTCqh0GoilebR1CoNvaPrGtZtGVU1ErlCPhUtnZ2DNoDh6gOXiAFzv+fMb4tKnIuYFJvW8LvYmL2UtyMjkvddZS5V037/ewUuFz5f92guUdx1deQ+QNhAqfC0MIDJHN4ytbaEdDAdwBNKP7yA0okqzYaAKeQPeYg74gX0ZX1GvJr+FMV1kbmN2pnP5nMF1gTLFKnwrDrb8An/k7CDRqGXuwMZ9tLi3oeS+/fcMt+Z+VBJdfHxsDnF4oXasnJl/4PnzhB/ClH8Gjfzq781wm2FIxEEkxlpjcN7iKxcHYuPkgYCmLtEyTkRm6op1Y2f4rgcAQBrfW38aTmz+zYK89EE0RTVtYUmErONm7BJKx6mrwl+jJvMOB2J2POVOxGPLMmSuT82kgDh7E8dgn9fGNKYYUIRD7D2DMIvP8WsatTRU0lfuo9Lu4fX3Fqq/EDYSmch+moTuchRDUBRZWKSICAYzDh6G2FrZum0yOMxlIJIqryYkE9uuvg8ul/7sSZvKPyEKl06iOzunP0+vF3LYNsW+fvhd4PLmqOErpRcLx3vjSUpBF5fD8/cd0IBq1Y5soLcX8/I9h3H8/5uc+j5gh9m25EU/b9IWTuXi2VSwurFTxtWBnJEoqlFS5n8chDB2vZjoWjvqc7gtjS4UlFWlL0hlKzLzTPNEcPIApHDiEC1M4afBtzT3XGfmYlJz7OQhM7l/zM2wuu22q4CEAXIaXfdWfuMqzvjbgdpjcs7GKar+LxlIPd29cSFXz3LC6xL+McDsMHtlWQ8doAq/TpKnci1SKY5eGGYimqClxc/v6ShzziuB6Ad1jLgEneSI+Xgkz0RXzroJ90sB30BJ20D3nSWB4iuPPIrt76Dy8+OvZqrcAhycvZQddFeg7AQOnITGse9T9NdpUzk5p6Xvz/UilOD8QIbrpV9nUeYry0Y/0/iV1sP0pTfTv/HVN0kEfp/lw/mWUIpmxcTvMFRVrJpXipYsDhJM6ym1PQ3BFmpBcb/iZfT/Pn33wJxjCwJY2aTlZwVLpreT5zx/huxe+zSe/9RBl7jL+6+E/ZEPZxnm9dmG297j54GJDmCbmpz+N6u5GeL1FhkrynXcga8yUI9mzIetCoFy6Umg++hjy+HHU6Y/z/aJ1dZiPPlbs6HydwmUa3Na0GgF3I2JDpR+P0ySUSNMQ9FLqdTIcS/Pm5WFsW7GvoZT1lVevkFGhEPLllzQx7+3V5DYWKybqUuo40kJcOI8dKMF47JOo4+/re87l9skvUDuLcRyQ778HvTqmDdOc7Mje063j3np69PVvWRAI5Kv6ZeXgdOr3c+Y0eD36fYDuTd+1CxJJKC/H2LUrd1zh8yF8+apdxpZYUi3JfXMuGI6leaVlMLtQA49sq132fuXrHcFqP26fk1TcQkqpfQtkcUFJGNC4tZqa9RW0Hu+i8+N+SmtLaN5bj5jnXNDrNPONmgI8S+A7UuVZyz0NXyacHqLcXY/HofPcbZnh5PCLME3v+JVgYmIIk4CritvrnubU8I8Ipwd0rJpwsr/qMep8m24Ir4WaEjcPbJnecHKpsHrnWGb4XQ621+bJ2NHWIbqzOdpdY0ne6xjh9vXzkdYOk79YM2g5+i507nk7WvZ+EOgAogX7jQH/DHwKuBlN4F8gT+yrgEPAhDg8aeuKt+GE9/5cV77LNhRkniuwJ1SJhdCV8Od/OU/cBz6Gh/67zj3f9AjU7+P9jhHaRxLYqpr2O/+Jx15/FF+8G+79L7D76St+CmlL8uKFAeJpC9MQbKz0k7IkGyr90/YILxVG4mnCSSvX83KmP3LNEHSlFJ2hBGlbsq7Mh2sBV6YXG/9qx49z15q7iaajnBj4kD9877/lnhMI/E4/v3P3/0N3pIs/ePf3SdkpRpLD/PtXf5VvPfn9eb12hc/F7vogZwci+JzmkhE74XAgpog5U+l0XmaqmKIdZRooBS0XsR0mdHTAmjWIw/eiTnyEKCnBOHT3DUHOV7GKhqCHhqCunKdtyY8uDOR0Z291jFLud1HquTpVhRoeyrdo2baWhzc1IZo3oM6fg1gMceAARjCIffJk8c7HjyMvX8Z84kmEYWC/+II2a5NSL8Zt3455y62TX9OyNAmPxZAnPkIJoeXx4wt3Uy3gCaHJ+eBgnrybJkb2+GLbNkinsb/3XUinc3noOBzgdGLs2TujT0X3WIJjl4ZR6EhTn9OB0zTYURfAtcwpGecGIrlxXACXR+LsqAsu6znNFvGMTXcogc9l0hD0XDNEzDANdty9gfhYEofb5Pybl0kniheq/KVeatZX0HNhkPBQHCUVo71hApU+qtfNL9J5f2MpsbTFWMKiqcJH4xLF7Pmd5fidxe2lUknkVZBzAAQMJi4TSveQsVPsqXyYS+HjhNJ9rC3ZRb1/8wKc9SrmglWCvkKQtiSmIXKOz+MYic9X8twIdJMn1qPAR8AX0MRcoZ3adwDvTtjXBk4Bt6Fd2z+T3b8OmEKO3/IC/ONnwErD2tuh97g2hgNyJnDSYpJcfv29ULcPHAWGSkppYl6xIfdQXyTf5yecPkY/9Q18lRVQMXM1s20klusPtW3FuYEoCrgcSvDI1hqCVzlxWgh4HGZRlIP3GnJ+frdzlMujCVCKM/0RHtteN6M6wZaK1uEYKctmY2VJUc/PUmNdUJPV9rE2PKaHpK0XiKq91fzjE98h4A5ydvg0hshP/ELJ0QV57e21gaLFueWAkhL7heehu7vwwckbNq6Bnm59XTqdeRMo0wS3G3X0qK6WXb6MOHQIx1OfXbo3sYpVrBBIpcjYimgqM6kpLJqyrpqgi9oJZqxSQkcn1NfjePQxAFQqherq0tFpwxPUbqEQqq8PKiowHngQ1a0Vc6JxzaQFNKUU8sgrqLY2fa0bJqSSxeaP44ZuE2AeOlSwGJ+Fy4VR2E4zMFAQoyrB6cR8+GGoqkY4Z/583usMMd5W3BNOASkMAUOx1LJXvfwuE0No5b4hxIqr8E+HlGXz3Nl+rGwFekdtgF2zWFgIJzO0j8QpcTtorvAtG6k3DEFJuZ4/mk4TsgRdCKhpLmfdTn39ZJJWrroupSKTmj5KbLZwO0zu37z81dZQqp+3+/+R6dtRNSrdaxlO6TYVjxEgLeNIbBSS1vC7hNODKCR9iRYeWPOzOKZqS13FkmCVoC8zlFIcax+hayyBKQTVfhe9kbxL8paq+RpHPYgm5B+Sr6QXmke8jTaMA/11KLxhGcBldKXdDzzJlIZw0QF45ufh/PezBBzoOEaxzEblnxuPRXN44eafhYf/UN9JP/tN+OaTWqp+z38qIue2VEXETwHl6w/ALAdAU4iivprxW5iAbHTG8hH0EreDW9aWc7I3jMdpcMe8FBNXRsqSZGyJ32UuyGDaMZrIOVenLMlYMjOjO/6b7cP0hpNIBReHYjy+o25Z88Hf6j7G91u+h63ycs3h5DA/9dyX+MldP83mim1sr9zB2eGzSGXzs/t+YdnOdaGhLl3S+ck5vf0UE28hoK83/3gmA+uawLYRNTW6+j4utbUs6O2DTTfGansiY3N5NI7HoVuUrpWq0yoWHuFkhpcuDpKxJWVeJ6YQuQVlQ0D1PNzCRUkJ5pOfxn7tVRjI+r7YlnZjR5Nz+1v/rKvSSunKdGGF27aRzz2rj7Vnz5QVcwDZ0YF8+y0I67hA0tMY1068R5SUYNx7H6KuDqUUYus21Nkz4PVh3n3PhF1V/n5hGIjGRkR9w6w/i6nWf6WC4QU32Z07dtUFiaYshmI6wWH9DBGuVwulFLG0jcs0FkS1NhhNI5XSlgBK0T4Sm5Ggx9M2L5wfwJIKUwjGkhn2N86vGj0fSFvSfWEIaee/90rBQPsohmngKXFT01TOaF9U14sMQdWa6yeN59Twi2Sk5g4G5jRO7iJHzgFSMkajfxtpmWBj8BbeGfiXXLSaVDYJK0zAtXw92EuJ/kiSkXiGuoCb8jlE8C0mVgn6MmMwlqZ7LKEjgpUilrbYWx9kIJqiucJP07xv8CZwAC1RH0FT060Fz58lT8pN4O7stv3Z3yPZfaLZbQuyV60UXPghvPqfYfCMdlEfhzC0cZs1wSlSGJqgO33w2J/Dzs/lpXvr7oB/P7Xp3Jn+CNFkfvFgd10Q3yzJeTRlURf0UBlyMRBN4zIFtiQ3eVoJ+dTNlX6a59GjOBt0jMZ5+7J28K0PermruWLehKLU42Qkns4tePhnUQ3XSgj9sy0V4ZQ168i7hUZbqJV/d+RXcpXzcdjK5tJYK//p2P8JwC/t/1X+zU3/llJ3KWuD83MwVUoxksgggHKvc5lJ3YSJ9lQRaVXVMDzBRMq2cpU72d2NPHdWV9VNc0oJ/fWIjC15/lw/aVtXnQaiSW5dt9qDfqPig+5QzhgslMiwpz7IaCKDUor9jWXzJlKirAzzrkPY3/9ebiHN2KLHctXToxfOxolvIIixfz/y9GlIp7S/RJawq5MnUbv3FEnJVTiMvNyOeu+9yUkNhpE3eZsKDoeOT8seTwiBeccdcMcdkzZVSiFffKHoWOLwvbN6/7ZURNMWt64t51j7MGlb4TAEtlS6UrrMrWoADtNY4KjcyZBK8WrrEEPRFCC4a0NlrrXiahH0OHJ/EkNAuXfm8XikYEHEVoruscSyEvTOswMMXg5N6j9XEnovakWJMGDnoWYsS+INuHHMU+GQtiWheIaAx7HsaglVMJZPJXMXGARdNYyl+woeEzSW7KDG2wxAtaeJweRllJI4DTc+x/L9PZcSHaNx3u4YRUrFKSF4YEv1ss1JC7FK0JcZg9FUkZGpJRU76oIsbJCIAD6Jlro7gPqC5wJo2fr4dk3AuBPsm8AZcjnl4wZz0obvfBk+/ob+fZIkVsDNPwfr74F3/z+dTz6Owm2/99Pwg5+Bx/8n7P3xK76DsWQmd8sR5Mn1THi/c5TWYa0Y2FUX5L5N2gH20kicSMqiqdy3JBnUKwHHu/LSwN5IktFEBr/L5I1Lw4wlLdaX+9jfWDonwnj3hko+6hkjmbHZVR+cVbxIpd+V+94LwbJ8/ra0+bMP/19ean+xqHI+Hf7nqb/gJ/b81IK89jsdo3RknV7Xl3uXl9Q1NGpJ7MBANovYmGw0NToyaTexNb/IZzQ2Ij7xCWRPD6KuHiPrvny9I5TIYMl81akzlOTW6zd9ZhUzYLigPU0qbRq40GooUVmJ+dnPoYaGEFVViGwygggG86TXMBAVFRhbt2Js3YpSCvtv/rrYUC57j1ejo9jPPauN2qZSzzgcWhI/MIA6eWLqaDXDRH7j6+D3Yz7+BMJ3haKClDr2rfA92baW0l8BiYzNC+f7ydgKQ8ADm6sJepwkLUnLUBSnabCpquSKx7heMBhNMRxLZ8dyxQddIRp21NEzluC9zhCGgNuaKubkrRP0ODm0oZKz/RGCHgd7G2auLJd5nTlKaC7jAkkylubyqT6iI/FJ5HwilITBzjHW7ZydKeKVEM/YPH+uHyk1Nb53UxVV81DJzAdKSbaV3c37g9/FVhk8pp+kHS3eBoUt0whEjsybwkG5O69euanmcToiJ7FkmnWB3ZjGjTE37gjFc0pQWyl6w8lVgr4KXd0txHxkcBMxEE0xEElRVeLKxr5MNXt8BDiKdmm/FSjoA+cAmtSPok3htuuHP/4mnP329EZSTh88lo01O/r7U2+TycrsbQu+/xVoe1k7tt/zm1C9bdLmm6r89Iwlc8X2tWXeSdtMRMqyaR2O5RZATvWG2V4bwBCCDYtcrV6JKEoDUPr3D7rGGIqmkUDrcIyagJs1pTN/tuPwXIXB2aHmSk73R0hlbLbVLo+xzzfPfp1/OvuNSZVzAKfhZHPZFs6MnM495jEXxvglY0vaR+K5iU3bcJwDa8rnmdQwdyilkK+9imppKTCHU4CcPFEXAuOOO5GtLSAlxr79GOuK7yWivgFzDjLV6wGF+aiGgArfaqzajYzMhLzlhZqsK9tGnT8P6TRiyxZEIJAj5uMQlZWIuw6hTp5AlJZi3HUo/5wQGIcPI48cAaUQt92GcOtzs4+8kndRn2rRe8cOjLVrUZWV2B8cn/oE01nCHYlgv3pEq2gqqzD270eYxQu2wjQR69drkzrQ7vHumT+n1uEYyYzM3TfPDUQ52FSB12myu/76kSnPBqYhinRPDkNgSckbl4ZzC/CvtQ3x1O6GOS221wc91M+hEl/idnDfpipahmKUuB1sXyZj2/NvdZCeJp7W7XOSLug7B3AuUEHg8kictC1zl83Z/giHNiw9QY9lQhzr/QZpmcjJ0zU5H/eWH4fCVhZbSu+kN36BoKuKHRWHcRr5czaFg+bggSU9/5WAKr+bnjHtcWUaYlXivgqNuoCby6MJ/cUQYgEk7Rr9kSSvtQ7njntncwWNUxKvAPDoNEfxAJ9D95IXkKhk6MouzzID/+tO+MSfQOjyFBtMyGO3U3Dib/XPrS/Cr3Xlo9KyqAt4eHhbDaFEhiq/a1bRJcaEwWk8p/ZGxe3rKzjaNkzaluyoKyHocZLI2Lm/hFKKVGbxs1udpsG+WazQLyZaQy1F5Pym2luo8Fbgd5Tw47u+zNrgOr70wy9wbuQMLtPNH9//p0X729LGNOYuaTMNgZGVZeZ+X8IvpUomUSMjYNu6/3yqSXnhY6YJQiCjEcwHHpzRYXmhIJXKZUqvVHicJvdtquZMfxiv02TPMn+nV7G8qPC5GE2kkQo8DmPBlEHy5ZdRXVnX9dMfY/7Y0wjH5GObmzfD5qm9H4zmDYj1WsZadE1NqGYXQQi4eBE7mYKd02j6Ji7mZc0mVVcXMpPGvH2yzN24735tZqckYu26WV3jLtPAEGArvRi23G7ty4lKn4vNVX4uDEZxO/QCuWWrIio2/vti3z2r/O5lqxqDnrMUkXMBVWtLsdI2/nIvdRsqiYcSnHurAyUV3qCbug0VRfvD1Y0zXqeJkfWZMAT4ljhOL5IeIiNTtI0dJyVjU2xRPLYbwsRjluBzlnJ3w5eWbGyVSk2ai680bK0uQSoYjCZZV+abd8vIQmGVoC8zmip0JbcvkqKh1DsNiZ4elpTEUjZ+l1lktNUTTuZk4LZSvNsxysbKNDvrghhC9864TGOWF+mEwXDXF+DYH0BsEOwkNNwMW5+EN/8AUmNgp6HrTfjaA9B8L5z7bn7fsg0wdhmEI28aV/SGkhDpLTKIG0epxzknF1ynaXBwXXlW9iW4Y/38e66vZVT53Xx6d3GVc2ddgKG2NAL9ea2ZhTLhesCnNj3Bi5eeQwgDUOyq3sM3znwNqRSxTJSv7Pt5NpRtJJqJcH/TQ+yq2gNA2k7zKy//Iu/1vsPa4Dr+x8N/RbVv9g6uhhDcs6GSdzpGEcDBpoolG7zk8DDyB9l4ONuevqe0EIahe1tPnMBua8P83OcXPDYtZdnYkpyb/8d9Y3zcG8E0BHc1V05Z1UlbkksjMRyGwfoK34zJAYuFSr+LQ4vcc7qKawOHN1Vxtj+CZUu21Qbm/J1U47nmwWDROKW6u/J94YkE9rPPYhw4gLFmjY5CkxLhmrniM9XYZxw8mKusY5qwZas2nuvr1QsCiQSqtUXHoE0k4x5P3pRuIqTUrvFTnYdhINbNrRdkY6Wf3nCSvoiWnu68RqLLFgNCCPY3lk3q915b5qVrLAkKNlX7VzwpWggIIahoCBLqjwDgCbiJhZIkIinCg3FMw8BX5sEbcKOUoml3XS73PDqa4MI7HdgZSe2GijnL3pvKvQzFUnSEElT6XOypX7rv5NmR12gLH89e07P7OyslGU33EB4eIGXH2Vh684Ke07hxodth4DQNUpbklYuDhJIZKnxO7ttUjXOKhbWhWIqBaIpqv3vZIo/HkwtY5lSdiRBqNpO0LG6++Wb1/vvvL+LprGI2SFk2H/eFSVqSvqwbtikED22twTQEJ3vGiKQshmPpSVYRjUEP4ZRFLG3hcZg8uLUmZ7aWiYVp+eFfITMpmh/5EqbThdMfpPvt50iNDbPmjsfwlGfJSCYJw+ehtAm82YHCzsDvePLVddMFv3AG/uWL0P8RbHwYet6HSDfTomIz/OIZMOe/dqSy0V9dYwnqAh521weXZdAaS2QYSaSp9runrap0jMZ5p0N7ARxcV8668sVxf50K8bRNLG1R7nUuq5v6UmIg1s+vvfJv6Il187ktT/O3p/8Sq2DByBQmhjDIyAweh5f/+/bf4pENj/KdC9/iD9/9byTtJKYweWTDY/znu353Gd/JzJCJBPLZZ3SG8XxgmphPf+HKPaZzROtQlPe7QgA0V/jYURvgmbP9ubZVDxtmAAAgAElEQVQUt8PgMxMWlaRSPHOmj3jGRiCoDbi5Z+MNSZKv6ma2Oo6vHMjubtSF86iMBZ0dIARi/XqMe+9DdXSgzp1DDQ9DrLifFMNA3HQT6oMPtGx9+3bMO+7MPa36+pAtF6GyErFpM0JKyGRQba3g8yM2bswRdhWPQzIJZWW5xTd5+jTynbfzCwMNDYg9e1GvvAyA2L0bdWKannTQ7+PgQczdexbkc4qnbd7vGiVtSfY0lC5Lv7PM9qZKBY2lninnElIp3rikU0qCHif3bqzCs0TmYePmo7M1ebteMNQVovP0AKbDoHJNKX2tw8jCdpMCpbdhGux/ZAuGITj1SivJrG+EYQq23bke/xJlmF8tuqNnOTH8Araaa/yyQGCgss7ulZ613FH39IKdly0VL7cMEoqnEUJweGMV3WNJzg1GdKiE0B5QExfWxpW+41X2uzdUUrdCqtdLjCnH8tUK+jWIV1qGGEsU56xaKM4PROiLpogkrWmTEPsiSRTaxCaRsTnTF+bmtTo67c3f+ynCnRdQUtL2/N+BMDAcTpSSKNum5Qf/i/v/6AWcvhKk4cCo21t8cNMJ25+Cluf072tu05Xwr7yV3+bPdhYQ9Ak9Mjf/HNz/+wtCzgHaR+Oc7o9gS8VYwsLtMNi2xH1S4zeg8bH8oa01k1QAUineujySIyVvXR6hsdS7ZFVBn8tc1izy5cB/euM3uDByDonk62f+dpKZua3snHlcxk7TF+vRP8tMzmBFZx4vf7TPlaCUQv7LtyEen9uOQuiqmderHaCVAo9XV82ugPaRmFYDBT2zWmT6oHss971vH4nTVO4rGqnkFAvIsZRFwpLZ/RS9kck+AqtYxUqHGh5GvvDCJFNG1d6OutyuK9uWpa/FibFpUqI+/DBHoNW5c6gdOxFlZaiREW38ZllgGKhjx/JJKaDJ/eAA5u13oKQEr3fSoptoaoL338s5uBu7dmGsXQs/8eXcudsnTkz9xkwTcd99mFlJ/ULgtbYhQlkp86utQzyxs25WhqQLiWOXRujL3msqfC7u21Q1SZXQPhLPFU3GEhlO9IxxcI4eLVcLIQSVK6R3dqmQSmRoP9GHkgorbTPYEZq8UcEQoqREWhLDZSInub3Pvli5HBhJdvPB0A/nvJ/ApMxVRyjr3m4KB9XeK1+baUtypj+CJSXbawMztpT2hJOMJTLaA0EpPugOaT+tAnubqcbyrrFipW/nWOJGJehTYpWgX2NQSuUGqkIYApymIJycZkU7ixK3g0iBMd04B1RSMnZp3LF9/P82tp1/LZlJM3DyDc78w38nMdhD9Z47Ofjrf4bhKBgUPvtNaHley9c3P1o8MQB46hvwD09AfAgO/QaUroehM7D/p6Bi47TnnbIkYo69Z+GkVeTMODaNkchiomUopm9A2XtTZyhBad1Egl6sEtSbL0UH2Y2LvlgfEonH4WJf7Ub21dzCVz/8Wi6exGW4UChcpguBwQPrHwbg0Q2f4tvn/4nOSAc+h5+f3feLy/k2rgiVSKBCobmTcwCvF/OznwOlkCdOgJIYe/ZeUd7ePhLj3c4QtlR0jCYwDTFjy44pBFbBPSfgcbKh0p9LXrglu3hYdGouE1OAjb5CyubQ9rKKVawUqKHBaW/xKhwp+GWaiDPTLK5gZ69NNdCff2yc1BfuLyWqrQ27rBz1pibv4tDduoc9C1FSgvm5z6N6exBl5YjKYjd6UVmJ2LtXV9E9Hh2V1t0NXg/G9h3T3idUVjaP1zunVplCM12BrqgvJUGXStE1lsj9PhRLkbLkpOq4VUDyFJCRi+/pciPDSlm682L897SNr9RDbDRRtJ1hail4sMqHI1uMWL+njovvdQFQWlOCv2xlEkOlFNHMCH3xlqvYW7Cp9Fa2lt3JcLKT7thZylx1rAtcWdlypHUwGxGp56yP76y/YsFoosmt0zDYVhugM5Qgadl4nSabp0hZqPK7aB3WnjymIai6wRaYZsINS9ClUnzUPUZvOElDqYe9DaUrrmcnkbExhSjKTxVCUFPiysnXDfTYW+13s702yEg8Q/+E6LZxrCn1cOu6co60DDGayFDidrCjVktOhGFQtmk34fazSNsuMIET2d4ziZKSrje+T2KoF1CMnD9O95vPsvbuJ+HyUXjlP0LXW+Crgqe/N3UlvG4v/Gr7nD6HEz1jnBvQE5b9jWVsqZ5dnMq6Mi/nB7PSQMWi54xPhVKvEzO7SmgaguAUEneHoftfzmbf4/aaAI4F7vNdRTG+svfn+IN3fo+v3PQJfA43ThN++96foT8a4/nWd7mz8W4e3/QkbaFWdlXvptKrJdQlrhL+4fFvM5wYosxdjtNcmeRQtrUhXz2SjU6b7Mo+Y/+5Yeacns2DB2f1mv2RVNGC2EAkNSNBv6O5gmOXhrGkYm9DKT6nyc1ry3PtKFP1rDkMgwe21PBxbxinaSxp798qVh4iyQzvdoySkYr9jaXUBlbWRFtJqRfJfL4iUirqCuJOTTNHsMWtBzHWrJneNV0IjIceAmEgX/oR2DZi124dtQaI2rorn5BpQlWVJufj2eivv4bauFEvyJ06hfr4FKRSiDVrEA88OPVhDtwEB27KP1BfP+V2uc8hmcT+3ne1a7zLhfnEk5Pc6KdDc4WPS9n0C5/TJLjEi3ICbfyXzObcm9Pcm9aX+zg/ECFhyaysd9U48v9n772DJMnu+87Py8yyXaa9NzM93pud2VmHNViDBRYLAksCIAlKJHhS6GgiqNApdBHUOelOCl2Q1Imn4AWp01EHnEIERRC7IIBd7GK9d7M73nTP9PS0d+V9ZeV790dWV1dNV7uZ7ukx/Y3Y2OmuzKyX1ZXvvd/v9/19v2sJb8DuL0/Hcyip7D7oaAZXjQNN19A0QefuZjuCV+BvnGOKBJt9HPrSdqQlV03ZfbWhlOSjyR8Szo0iFxNmXvgK1Bh1CCFo9HTT6Fme9kMkPcfQNaUiY1qLil62+l1013q4Ek7jdeoc7arF69B5dk8ruYLEZWhV46vuWg+mJRmN2XHYplUSyb5TcNf2oPdNJzgxGsMq9m8f6giybZmB31pDKcUnwxGuhO3K173ddWyunwsuC1JyeSZFQSq2NtZUZJItqRgIpTg1HiNf1oejCTjYHmRHkeI9m7EqRyGTYuDn38dMJ5n47HVS44O4gg00H3qMQjrB1q/+Nv0//gsmjr8BKHSnm72/+c/p2dIO33vMFoebRd0W+IPryfhVIleQvHBmrJRw0AR860DHssXe4lmTmVSeBq+ToOfmB1NSKT4fjTGVzNFd62F3i3/BsafzNl3xbqObrxfOhj7hSuKdUl8WgCYMNvsPs7v+kXUc2Y1Bjo0hX3nZFncDOyBvaIBQyP55OXP+zp0YX3h4Re87Es3w/mC45BxxF/eT3Sxs9KADPzk7TrI4d+qa4Ot7224ZlW+VTNpBaS4Hbg/6179eQSdXoRDyyhVEXR2it7dSHC4aRZ46hervq6S3C4H+W99FGIatQi3lPDszNTWFvHwZBKizZ+3zu7oQugE+H2L/fuQP/mruupqG/t3fRr75Bury5Yr30h54EG33AiruK4B14nPU8eP2ewqB2LET/QtfWPpE7D3ReDxL3lJ0BN1Vg+O1Rixrcnw4ilSKw521C/okS6VI5Qp4HPpdo+mynpBScfGDqyTD86vmex7pxV1ze1ZlLVXgQvgdBhLHmeUI6DgwNEfRUm05sZvg0fbfwu9cmUbLq31ThNJ5lLLV6p/d03rLFTDvMGz0oJcjkS2UPCMtpYjnFqeG30yk8haD4XQpKD0+HK0I0A1NKwXa10LXBNuafPTUe/lkKMJILINUtkREuR1GNbqK4alh+zd+h3wiwtAbfwNCYGZSIC2O/uN/B8CuX/0nhC5+hpVL42vvpeOBZ+DDP64MzgHS0zf4KdjIW7KCDbCCfBIAAbfjpmfby6EJwT2dtUsfyI0F5mOxDPFcgY6gp8KfeQMLY0twF1eT71KuJyNVgVh+atHzTJnj1MwrxM1pevwH6A3cs+jxNwtKKVR/P/Ldd+bEnewXIB5f/OG5tqrevHxl+ll01np4aHM9U8kcrQE3rbdYJXMDdybSZvl33U7q3ioBujx92qZ0KwXpFPLcWfQjR0uvi4YG9Gvo46XXamvRH34YuXu3LfKYy9nPaTBYslkTQtgV8WvPbW5Gb27GunB+rn99bBzt2WcRTU0AqMOHbZE5QBy7D6FpqKHhygsphcovYsW2AowLN8f3PIwuJYeHz9FcZdwLQQhB+wodblYbQbeDL25rWvI4TQj817nnyFuSwXAaQxNsqvduBEXLgKYJalt8pGPZa8ThBLl0ftEAPRFKM3R2Ek0XbNrfhse/fpZx5SjIPB9PPU84O0p5E72FiSUXbtW0heDmknk6Bm595bpLj25ppH8mSUEqtjX6Nr6H64S7die/uaGGy+F0KW2xeZ2pFQUpOTeRIGNa9NR5KgXgpOLT4QiHOmqXLRzm1DUe2FTPQChFOGPSXeuhYZmZxPFPXsMyczbdLZ9l6uQ7WGaeCz/89+TjYR74w78kE5lk/KNXOPP9f03X1i5cpotsXqPOk0UIhbbnW9fxKczH6fHYvN+NxbMrtqNbCULpPBcmE3gcOvvaAuuSrV8JLkwlODUeRynF6fE4X9nVsiyf+LsdbsPHsZZvci78FtH8WOn3aTPC+xN/zf6GJ/E55gv8nAm9zni6H4XFhcg7BJzNNLq7bubQ50EphfXaa3BloPoB+UXE7HQdDh22RaFm8d57sGPnisfRHvSs+0Z6JVBKrar1YiJXYCCUwuvQ2dJ4d1gdrTe2NNSU2GZBtwPfOjOQ1MwM8uwZ8PlRWlmLiVKovj5kYxPapk3Lvp7W2Ij45reQp07awq37l6eMrpRCnTs316euJGp8DCUE8vQpCAQR3/5V6O9HTU5gWQWbaTMxXnEdsW37sse6EExL8r7yYxXjn7e2HSXgMniyICta+FYTSikuTieZTuboqfPeVGeU64FUilcuTpHO23+vkViGhzcsHJeF1i0NWAXFzHAEM2sn7KQlGT47SawpRdeu5pK92iysgqTvo6FSUH/xwyEOPrlt3rVvNtKFGG+Pfg9TrTwx5jWCoAQpy3ZssTA5H3mb/Y3V21QWgqFr7Gq5fVrHbsTPfiEMRzOE0jk6Ap51s3+7a3fx9V4nX9nZQjidp97rXLS/4mbg/cFwycJjKJphV7Ofs0VvRwUMhFKIFVRjwf6ybmn0sbD02nxELp/m9Pf/N6RZ3NBrBrXbDvH6P32GzLQtqDHy7k8Quo7M24qmQ2/puNx7yKWT1DgKmFLDvPwBdSf+Hvf9sz/HcF9/7/cs7XsWCvjoaoTn9q9NEJAxLV7vn6YgFZqwN9y3uoXTYDhd6v3VBEwlc2yuv2sf7RWhwd3JzrqH+GTqR1jK3hilrRhpK8b74z/gqe7frTheKUU4N1xBi8+YMVjvAH1mZuHgfBkQhl5JmLvFxI2kUkQyJh5Dw3sdyaeCVFyN2AnZnjov8ZzJm5dmyBYkWxq8HO2qu+HFPVeQvHxxEtOyKf6hdJ77bpKC892Mezpr6az1UJCKNr97VTdpK4VKpbB+8nd2UKzr0N0N9fUwM2MfkEoh33gd8Y3nELUrWMs9HvRj961oLPKdtyESKRucQjoc8PyP5n7V32f3x1sWamCgajVe/vUPUMeOoe/Zu6L3L4cpryHkCkEib9E/k1wzT/MLU0lOT8SxpGI8nsNpaLc0qyeVt0jnrRKjayy24U6xXAgh6NzZRDqWIZa1BUZRkEnkySTCGE6d9m2V+7hsMleh5G7mCquesL0enJp59bqCcwCPESBpVtqpZq3kAkevD7KmRSpvEfQ45onLLQexjK2zVe910Fjj4vRYjLOTCQxN8PCWxlWxYLw0k+Sz0RiWVPRNpXh8W9OyC5yriVu7NLjG8LkMuuu86x6cA0wn8yUqtwDaAm6OdNaWVNYtBdFMHqUU8axZSetbRUwcfx1ZRmkTwOTxV0vBOYCyzDIROUBa5NIZQCNlOslbBkpaRC+d4vKL31v0/TKmxWgsQypfvcVgT2sA/SbOl4lcocSqkMqupt/qaKxxlj4jpTZUrVeKvJWmWgtQTqYoXEMnG06eIVOYU1gWCJq9q2cndL1Q4+PzfieOHYPOZSQO7jmC2LkLHGXfm+6eVRzdjcGSil9cnOL1/ml+em6SocjKVOmVUrzeP8Xx4SifjkR56/IMHw1FSoJPVyMZplM3/pxHM/kSG9Eq9sxuYO0hhKDV76bzJlpTLgQVicw5l1gWTE1hfOM5KBdDEwIVj6NMExUOoxbyEr/RsQwMzCXaZqv4775beVAiUdkOY1nznVcsC/XRR7Zf+mLvNzWFHB5GWfP3Jh5Doz3gqZhl1zoOmk7NiVZKpQjf4mu5x6HN6gQigIB7/feltxvMBVpVw6Pxeb8b+HyswoKtsTO47sE5UMHmA6jRazlQ/zSaWPz7oAsHBxqfZlddua6DYGtweSKvNwPTyRw/OTfB65em+dm5CXKFlRUCIuk8L/dN8flolNf7Z+ifSXJ+KlF0TFC8Pxhe8hrLwWgsWzF3TCVXp81npdiYAdYIyVyBiUSWWo+jovd7IbQH3AxF0sXuEUXQ7cDr1Dk5JuyFTNlUvnevhBiP51Ao7umsZWsV64JymJYkkjHxuww8jqWpf8FNu9CdHqx8BoSGkgtsHkRlbsdd10Q+GUNKq+TrKqVFYTabWUQ0YxLLmjT7XJiW5OWLUyU39Me3Nc0TXmkLuHlmdysnRmMMRTPoAo71zLdeWi3Uehxowu7kEULQGbx1M+6zONRRi0MTRLMmWxt91F2HVcVMKkfGlLT6Xbc8pX+10eLdgjvqI1tIYlEZkL82/BdIJLvrH6HHf4BQdqiix6vbtw+XfvPdAa6FCAZQ5V7JnZ3o+w9QGFiiqq5pEJpB9fehfevbqMErCJcb0du79oNeJqaTOeK5QsnC6ORYbEV01XxxDpRFJd/JZG7e5vdaT9zrQdDtKO33dMG60eI2sHpQSjGRyJE2LTqD7iWtvURDw1zkqWmlBJnYtRs1q8puGOBxY/2X/2Inug0D/RvPIWoWn0dULAbZDDQ1L8+irK4eZqbtOWEh/Qm3G3L5uYS7roPXC5ksFK7pdS0LvJWUqOFhW+ytsxP52XHU6dOAgLo69K99rVKxXgge2lzPWDzLJ8XkmN9lVLVeWi1013qYiOeQSqEVkzi3MgxN44ltzZwej+HQNQ60r1wB3rQkE4kcbkO7K+efjh3NXD4+Ys/nZV/5XDrP8Rcv4PQ42H6sC6fHQTZZlrAR0L791mBK+hwNRHKjxZ8EB5q+gkf3QWTR0zCEk8uxj+ny7eWhtu8QyY7T6Oki4Fy5nsxa4exEvLSOKyUZjqaXjGHKMRafC5xBMRKdLa7MBdOrgVa/i8mkneDThKBxnYQGNwL0NUAiV+DnFyZLa+J9PXVLbij3tvkZjmXQlEIqQSxrEsmYbG2qwWPoNNa40DVh+wyruY3qYl/ujGnx0oVJZJFe9tjWxgWTBbKQZ+Tdn2CZeXZ++w8Y++DnRC6dmDtA00EpNMPBgX/4Lwl076DvR/8X4b7P8TZ3cfh3/g0A8eE+Tv0//wuFbArDU0Pvl/5e6RKjsQzvXQmXnJ821XkrfEP7p5Mcq0IJrXEaPLi5gWNF2vla9nU6dY2nd7YwGEnjMTR6bgPbB10THOhYPl3yWpybTHBmPI4QtpXMl3e13FU2b4bm5JH23yKen+J0+DVi+UlmJ/y8spVhT4VeodbZRot3G+PpPixVQBMGrTU33p+5GhDdPYg9e1AXLtiBQSRC4f/+D/YGXNcrq2TlkBIuX0YNDqJOnbKV37t7EJs3r32Ja5lwGlpFfOFaomd1MJxiPJ6jPeCip74Gh67h0DRylh2EeB0693TU8s6VEFIpGmucNK+COJDbofPk9mb6ppN4HDq7WlYuzrOBWwtnJxKlCs2pMcEzu1sXFaATHg9i9x7UyeLaGQ4hQyGEZcG+feAPoPX0ID/5GGaZaoUC8uIF27ZsAVgXLti2aJoGwaBtUbaQ13g0ihoeQuzbB8PDqLFRSFahufoDiK9/HQYHUWfP2LZqvVsQR48iQiHk6Ajqs89tp9WtW0uWaEoprJ//HCYn7Hvu7EKNjsz1ukfCNrX+Wu90IegIemjf66YgFYYm1rRiuanedrgJp/O0BdwLqq7fSqj1OPjCdfadF6Ti5YtTZEwLBexp8a9Z+8CtitoWH/se20IinOHKiTHUbBW02DeQTea58MEQBx7fiq/OQyqWBaVwehw418HlpxoONz3DJ1MvkDTDODUvH03+EEuZ6GI2OTgXkJYjLzMMJj5nKHEKp+5BoOFz1BO4hb72boc+N3qx+FqeL0jOTsYxLcWuFj9+l0Gtx4GuFX3ThaDZ58LjMLhaZNUdWUEL8GLY3uRD1wQzqTzdtRs96ICd/ZsVe+mt995WFhXTyRyj8QyNXhdp00IqVaKsX5pJLRmgD0cypUAaFK9fmgYFSoDH0Pnqbh/ZglWRCV8qiLoaSWOWqaCfm0zwcG/1L9pHf/S7hPs+QymFr7WHxr33VwToTn8tT/7pa+jOufOP/uM/nXedmpYumg98gUxoHE9DG7pjbnbom07ayYWyz2UWumDJVoPr6Ve5HnidOrvvos1133Si9HfJFiShVP6W8xJea+iaQZ27nYONX+Gtsb+sesw749/nkfbvcqT564SzozR5NtHg7ryh952teHgc2rKYNgtBCIHWswnr/Hlb7TlX3Pxns7MHIPbuRcXjMDw8v8fcsmy6K6AGLqNaWhA7Vy4Stxao9zrZ0+rnwpQt3Hj/puqq1wBDkbSdxJTKTnhqGl21Hp7Y3sTJsRhCCA62B/G5DL6xr428pfAY2qoFCrUeB/d2rx3D53ZBJJ1nPJGlzuOk7Tay2pNKcXkmRca06G2o4XIoVUoiCyCUyi95P+rC+ZIoHNPTyOd/ZP/bMBAHDiLcbnC55tTVNQ3hXPzZV58dt59Ry4JYDCYnq/qOq3gc64Xn7eM0DXH//TBwueIYcfge9HvKkgE7d9r/laOoAq927rJ91n1lhYBcDsbH5jzUB69cMwgFnoU1YoQQOG5S31pbwH1bff9uBOF0noxplb6vfdNr199/K8PpcdDQ4SA+k2RmaL7IcD5tcu7dQbYf62JmKIqUiuae2hteA+JZk2jGpMnnWhZbdSF4jSBeI0gyHyJrzVHzZzVyXJqHbcH76Y99SE7O7aFnmX0Sq9R3/sn0Czzd9fvo2q2RfDjUESSZKxDNmvTUeulcRFD2zcszhDO21dtINMPX9rbREfRwuCPIUCRDk8/FrhY/mhAcaA9iaGLV2J9CCLY2+ti6zqSKWyZAV0rxWv808axNqxoMp3hqR8s6j2p5CKXyvHFpxvb/1VJsa6yxH3al0AXUeRd+OFRR/OjafFgZi4O8JUnlCwTcDg6013JqPIZT13ho88IbVQC3oZfGoQm7clR1DFIyffp9ZiPn5PggHQ8+i+50Y+WzaA4XW5/9BxXB+WLQHU58rfN7WINuB1PJXOneyu+5xmmwpX79qcJ3I3xOg6yZR2Hvra5HhOt2RboQ43ToVUyZZVfdI1yKfbTgsQrFucibHGv5ZZo9N953XpCSn1+YJFuQKAX72gIrrrqq8XHk4CCiucnuEV1I3E0p1MWL6N/8FtZ//Wv7D61p9v+LvsSl5J9l2VTaImZ7sDQhaKpxrkuf3p7WwLI2m7O0NLB716eSWbpqPQTc8ytThqaxRgLSdzUi6Ty/6J9GFumB93bXsuk2mds/uhphOJrBUor+mST1XieZglWKtxdLIqtcDqJRO/jOlukPzD5XhQLqygAcPox28BDW1BRMTyPa2xG7di0+MI8HUsXNuJQLBsBqdMR+vfif6uuHGh/EovYBuo62Z89yPw5EtfdxOm2afjVnCE2D3bsrvN43cHPgdeilr5pg6YLHnYaZkSiTAxE8ficd25sIjczvO59FOpohHcvSumXxPfRyMR7P8s5AqMQO/fLOlTnpSGUxGD9BxkrQ499PNDeOpDrrLS8zZGWKrcF7uRB9txS4a0JHqsqWVKUkliqgY8cg2UKSaH6CgKMJr2PlLRQ3Cpeh88T25VHuZ4NzsDVd0sUYyA6cK5nDN5IQuZVxyzzBplREywLVcNrEtORt0Q87mcyWeh8sqUjkChzuCHIlnKbB62R/W/UHQSll95QnbEszQxOYVXohNTHnkb2j2ceO5uX1bPTUeZhJ5RiKZqj3ONi/QE+T0DRqWrpITY/Y43B76f3Sd8jMjDFx/DUad99H75d+Y1nvaYvYFXDoYl6gt789iGlJppM5knmrIkBP5gu8Oxha9sO7gdXDg5sb+HgoQipfYG9r4K7yUf9o8ocl1dP3J/4KUUUsrhx5K03eyuLUb7wqE0rlyRZkqeJxcTqxogBdTU1hvfSiLeJkGIh9+xenpRcKCK8X/blftgWk/H4I+FGXLoFhoM6csc/XdMRW225GKcU7A6GSSEp3nYdj3beuMnlHwM2VUNpOlgpBe+D2sXy7UzCeyJXYYJZSXI1kbpsAfTyRLbWQKWVTHT0OnWSuwO4izbIaVCxmV64X64HUdUSx6i2cToyvPrvscelffBzrtVchnUYcvmdBBXhRX9YDrxuIlma0Xbvtc7M5xAP32xX8ZUDl8zarpsx3Hez9gv6VZ7Def8+mzpeLx0kJ588jW1rRNq+/eObdBJ/L4P5N9ZwZj+Nx6hy7i5g8qWiGq6cmkJYiHcsSGo1XY4GXoIBMIoe/wbsqCedydqgmbIuunc3LX8tPzrzMWPoiUhUYSpyk3buLodQpqt2EQlGQOXbWPoTXESSRD9Pi2UI4N0LSDJOTKSbTlwBBq3cbTt1eA1NmhLfHvl+6xv0t36LO3X7D975WaPa5mE7mUAocunZXWgffMnfs0ARuh0bGtCtAHod+0/ifNzgAACAASURBVCjNN4rGGheaEKVNYavfVTXLcy1SeYvxeLZkq6FQOHRR+kK2B1xIBbtb/OQLks8nYsSzJm1BNzua/FUVa5VSXJhKMhzNEHQbTCTsilJTjWvR3rkH/ofvce4Hf4I08+z85h+Qi4UYfe+nSGkx/vHLdD70LM37H1z0fpRSvD0QYjJhC7M4dbvn7EhXHbomMDTBsZ56lFJ8NBThajhdktuSyk7KrCYypkUsa1LncS7Zt3o3w+PQb3krubVCulBJgVOLrepAwgzxxuh/5OH238Rj3FgbhNdpVFY8VrgAqYmJyurcqZML95prGuJeW81VBAKIgwfnXmuyk2Jq7z6bPltfj3DarSm5gmQikS2xXgZCaY521d2y/t7tQQ8P9zYwmczR4nfd8sJQdyLqvY6K9fB2EqtqqnEyVrQ7VUCD10nHIjTMWcjz5yoryk3NEA7Z/+7usT2Y6+rQDhzEunq1qBUh0PfuRbRV3ySrdBr5wfuoTMammMfj4HaXgvxqEC0taI88irp4EZoa0Q7fgzxz2q7sC4H68ENUR2dFwF31vaNRrB+/YM8vlgV+P+LeY+hF/3bR1ITxS19HJZNYzz8PuWzlXDQ5CasUoCulCGdMlFI0eNeHwXO7oKvWQ1ft3ZeUzKau2TsuQyts5PwUqWiW3kM3HqQG3AaTCdttSRNixWv5dGawVP22VIGR1BnKb8KWLZaAwKm52RI4YrtXeLfRWiSrBFxze7h4fgqpFMEygbiR5HkKyixd90ri81s6QH+4t5FLM0kKlmJLY826O3SsB26ZAF0IwZPbmzk1ZotV7WsL3DYTcbPPxUOb6xmKZmiqcdLbYFcL8gXJpyMRErkCu5r98/rQHbqomEecusZXd7eSzlv4XEbpC1mQir87M0auGMlPpfJEMyYPVOnFHI5mSt6f5RZhpybiWEqyv7165t3T0Mo9v/dHpZ8HXvo+hXwWVbCvcfzf/3fs+JXfx9PYjpVNU9u7B19b5QIcyxZsimlxoc5ZioFiEH5/mfibEIJj3XXsavbz+qVpcgVpq6wGVm8jF07nea1/GoFdUPjSjpbronxZUjGeyOLUtRum916aSXJiNIahCx7c1LDijasqUo0FgibfxkZlNdBZs4fR1HkstXhyyKX5yMkkljKRSjKeukhv8MgNvbffZXBfTx1nJuJ4Hfo8gUR59SpqZBjR3lG1GiVaWopuCsU0V7Xg/JFHEC2tCNNEff4ZhauD6EeOIlpb51/P45lHnXXoGpoQJYaQS9eW4BisP1oDblrvkr7TWxGtfjfHumu5Gs3QWONi1zIZX7cC7t/UwPnJBBnTYnuTD3eROinHxpCffIxwu9EefKiyJxvA450TY9R1xKZNaE88AUqVxNUA5OAg6tVflIJZa2gI/avP2s/yNbBeedn2T1dlaUPTRP7tDxHf+jYiUL3lQ+vthTIXBnXmzJyAm2livfYqoqcH4XLb4+vunhewy1MnKxMOsRjq1V8gf/lX0OrmKrPC50P/tV9D9fUhP/xg7v67uxf5lFeG4yNRBsLpkv3sUq19CyGRKxBJ52mocd5QNa5gSd6+EmImmafJ5+QLvQ0rFlXNmhahdJ6g23HXUdHXAoFGL5quoZRV4QC8IJQtHBcajdGzrxX9Bgs4+9qC5Ir6PT31XjrK3H8KMs9A/DimzLI5cBivMZ/J2uDuYiLdj8RCIavmF57q/D3yMkMsP8VnMy/ic9Szt/6LGNp8Fbhqyu1eRwBdGFjKRMOgxrE6gmprBUMTK2Ih3Im4pWaGGqdN0bkd0R700H5Npv2joTCj8SxKwYdXIwTdDoJlSpEuQ+e+7jo+G41haIIHNjXg0DWCnsrJIllmMTSLiUR1X75oxiyzIajE2ckke9uCaEIwdfo9ht74IYHunTTsPMLQm3+Lr20TW575LprhwNvciSrrZzVTMc58718BoDndCOD+P/xL6rcfKh1jaGV9rGWYrOIHLIQg6HHw9M4WroRSOHStlNhYDVycSlaI+1yNpFcsmCKV4pW+KZJFb81tjTUcvE619IxpcXwkilR2O8e7V0J8Y9/KspfvD4YZK36WHUF31QTNBlaGffVP0uzZwkS6n9HUeVSVvi8dg0Z3F+PpPiQWmtBw32D1fBbddd6qApJyaAj5+mt2NeriRdTUXrQdOyqorXa17BHk8U/tync1vPUWRXexEqyXXkT/tV9fFtVV1wSPbGnk0+FIsZ+4blUSQ5ZUnJ2IE8nk2dLgo/MurPrcyeipr6HnNqG1l8PQBPvaKtcJlckgX/65/SwKgfXKyxjP/XLFMdqePcipSdTYOKK9DW3v3qpVajU8VLlGSokaH68aoBOLVafMK4X8/DP0Rx5FWRbyxOcQjSF27kSFQxAKI7ZvR2svri9+/1z/OsDQEGpoyJ4TDAMCAdvmrTzIdLnnROzK3ldNTUFdJXVaGAZi924IBlET42jtHYtW+VcCqRSXZlKl+Ws0liFrWqXEyXIxk8rx+qWZUnLxqe3NFXuxleDCVJLpopbOVDJH31SS3SvYW6TytsvPLEvj0d7GVXGRuJvhcBnseXgzkckkk5dD5DNm1Uents1HfCpVUnXXNA1tFQQLDU1wXxUHIoBPpp4nnB1FIhlKnGZ/w5do8W6uCKwPNn2Z0zMGY+k+LDVf20EheWXkzyhXcI/lJrCkyT3Ny2uV6azZQzw/zUS6n3pX56r5o8ezJqfG4+hCcKAjuKDW1QZWjlsqQL/TEMsW5iisws7gzi4K4XSeWMak2e9aMlDzOfUSZXAWNQ6ddwZmSOctKF7b5zQ40B5AnxZ2hlBVEnZF8b/Y1Qt88ie/j5XPMv7Jq6iib7lwuEiHxjnw2/8zLYcfw9vYRnpqeN54ZN4OEoffer4UoCulqHHqHGiv5cRYlPIcwWLVLI9DX9Hitlx4nTqasKnzmiauS0QiljErkiP9M6nrDtALUlVUHq9NuCwF05IMRzOlv+dQJMO9XfK2cjq41ZAyI7w38QNyVoom9yY6a3YynDo77ziJZDzdR62rjXQhRnvNDtq8a2uvpkZH56peloU6cxrr3Fm0p55C67CV41WhYFetMkVBt1mFmoWE4sqRTtsWbMtAs8/FV3bNr7jfCE6Nx+ifTmEpxWQiz+Pbm2i4DWyQNnAXojy4Vcqmms/+KCXq6iAg0B5/Ykl/ctHeYdPPyzYGKhaj8Hc/BkuCmYdMFrFzB2zdCn19c0KO5RGHbm/d5Pvvofr77TmiTK1dXRlAfO2XEA0NaI8+hvzBX1UfUKFg3080CvX1xVtUaIcOYU1Pwfh45fg7Oha8N62jAxZ5/XogAEMXmNZssl1c15p3eSZVUbgYjKQ54Lk+kay8ZZX2N7Io4rsSDEUymFKV/pwXphMbAfoNYuJyiOHzUwgh6N7dzND5SapprMUmUzjcBkLYajObDratORMxnBsrCb4VVI6ToRdxR/080v6bJXX16cwgY+kLc4JvGMVzrt0nzv0ssYibU8sehxCCPfWPsaf+sRu6n3JYUvGLvmnylkRgxzXP7F7dvcLdjI0AnaKvp1p9G69tjTWcLFL2Dc327INKP3CAp3e2LCrMZegaX9rZwumxGPFcAU1AJGMSzlTSciMZkwtTSZ7e0cx0Mk+918F4Imu3DQD3b6pHCEH0ytmSkMxscA6gzByhcx8D9sO8/bnf4cSf/2HVMelON77OLSil+GwkRv9MEqeu8ciWRn5lfwfvXQkxlcrR7HNdl+1QrmDx5uUZYhmT9qCHBzbVr6jvdU+rn0S2wEwqR0fQw6br8DP3lKmiAtQ4rz8z6HPqdAQ9jMayKNSCwoELYbaHf1ZE0NAE2l3Yk7OaOBt+g5yVAhTh3MiCNPdZyplDc/Fk1397U8YmOjpQ586BLO4yZlWZT5+Bjk6UUsiLFysFmoRAPPs11E9/snAvuq6Dy43S1peqPp3MVyQcoxlzI0DfwA1DKjvwWdV+xbo68PlKXuJix47SS9bPX7ItzwDR1ob+9JcXvZS2ZQtSSrhw3l6DQyFU38V5x6lz5xBPPIno7IJcDtXejnrlFQjNQG0dWtEmTY2PV3/WlULNTNsBut+P9HjmEnnV4PXa/eQ/+6kdsHd2on/5KxCJYP3iFSgU0B54AO1aav8yMBJN89FQBIBj3XV01i5/LRZC8OiWRj66GkEqxdGuuuvap/ndBnqZLsKNCKFub/IzGM4UXXsE25pW9pnUlBVcNLFy7ZENVKJgWoxcKNoSK8XVM5MLHqukwsyYbL+vm0DjzWH41Ls6CGWHSzZoliqQs1JEcuM0erqxpMW58Jul4Byg0dNNi2cL5yJvLrgv0YRBo7uHgjQx1slGLVuwsGbtFoF4roBSaqP9cpWwrjND3pIMRdI4dNurdj2Eh3IFi1f7ponnCtS6HTy+vWlRMbXl4tJMkovTSfxund6GGjbVeXEW+1z6ZyoVH0djSys++l0GDxR7r/7u7DgLFWCzBUnA7SDgth/YOq+TXcVrCyEIXfiUM9/7V1i56ou1mUnys+8epvXI42x95rtoDhfSLNLphUb99kOYmSTNex+g90u/QThjcjlsU9ByluSjoTBf2dXKwzcoOnZiLE4kbav6j8WyDIbTK6LAG5rGQ703RgF3O3Qe6m3g5GgMl6HdkL+xEIIHNtWTyBUwtPkK90tBE4JHtzby8VAEIbilhbpuF9gL5vKZDFOZAa4mTtLjP7B2gypC6+5G7diBOn9u7pdCQDCI9fnnqE8/mX+SlHD6FOLhR1Bvv1V94+5wQi6L/NHfwqOP2f2q64DN9V6iWbO4mEPLbSQktoH5CKfzzKTyNNU4qVunRMtQJM0HV8Mly8LV8IDOW5IPr0aIb7+ffWaUrpagHTRTVDkfGytVttXICMo0EY7FN8vGtm2wbZvtwvDizxY8TuRyaFu3zv3iuedKm1+lFNY77yzc2qIU8sMPkR9/jPbIo9DZBf19c697vVBjr6fa0XsRbjfWG6/bqu0AExOoS5fQduzA+LVfX/xDWgRSKd4bDJf2K+8NhvnmgZXt9RprXDdcldvZ7Cedt5hI5OgMutl8HQn7WfhcBl/b00oyb+Fz6iuu6HfVegin8wxFMzTWONnffvd5la8qru3hWupwBf2fDLP/i1tx3IT+/6PN3+DVkT/HlHOtnhKJLhy8NfY94vn5VfDpzCCb/IdocHUylb0y73WPHiBnJRlJnmUyfZlH2n8Txyo4y6wUHodOjcsglSuAEDSvkw3rnYp1C9ClUrxycYp03v7DjsYy69JTe24yQaLYYxzPmfRNJdnbdmMTZiST5/hwtKRQPhrNsr3Rx2gsQ96SBFwGUyKHpezALbDCSaKxxknGzFQE6Zqw6V8Hqoy9/IH5/C/+sCw4F8U+M3sjL3SDXHQGlGTi09do3H0MV7CBXCyE0DRajzzOPb/3RyilGIll6A9l8Dr0ikpcOY0sa1oMx+xj2gPu0jjyBcnZyTimpdi1gHWNWZizYVMozBXSyFYL7QE37askOCWEKCVOVgrTkuhC8MT25lVJIG0Adtc9Sjg7SkHlUYvZIxWhUJwNv0GzZzMe4yZsqlzXBDp+P2LnTuTzP1rwFHX1KvrBg/Dd30aZJvKv/9pWWBbCprDGYiXqvPzs+LoF6NuafNS4DOJZk/aAe0Mo6TbGVCLHm5dnUCgEgse2Nq6LcvtHQ5HSmnhmIs6WhpoV9ypfixOjUcZiWRSCD406jEAD7dkscngIfH7bEzxXTGC7XHZP93KxgMgbhgHemqpCa6W1fHoadam//IV5ve2zIm/y1V+gPfEkcuCyfYymoT/xBKKlFZVOo64MIHM5VKEwdw2l5tg72I4RKhRCdHYignPsLzU+jrx4Aerq0fbtm0fxn2U0lI4vtt7d7OSyJgRHulbPdszQNWo917cOp02L3oYaDrQHN4KZVYDh1Gnb1sBY3wwAQhcoa/H1XBYUg6cm2HqkY83/BobmQKrKZPmO4IOMpy+SyM9UPUchORd+g8c6/xuksphMXeaz0M+QqoAmdAzNQcaSSJVHScVE5hJdvr1reh/VoAnBU9ubGQyn0TTBpip6Ohu4fqzbriiRLZAxLdtiTClGoovQr9YQFYsHS9sszcK0bNprtWApnStQHk5GM3k+HY4yGEmjAK+hsbm+hlA6z6Z67zxxuaVwb3c9Nc4YkbRJ0OOgI+BG1zQ8Tn1JgQZVUVVTFR+AktZcNUBKrHyWR/7VDxl9/0WMGj+dDzwDwImxGH3TSaQCXdg9qpNFdfHZRTBvSV66MGn3jgnY0eTjQNGH/c3LM4QzeZSCkWiGr+1tm0db29MWYCKRQwEuQ7ttfHTXAvGsycsXp0p969savBy5hb2obxf4HA3ompOClUdSWPoEwFImn079HV9o/401Hh1o23dgnTtXeib1J59a3OcciirKxR47pxPx3HPIixcQThfU19tiV2Bfx7u+i+lqJr82sH64Gk2XtSsohqOZdQnQr82xLWclV0qRLUhchlY1aIxmzNJ1pIJkPIX15otz+hC798D0NAjQ739gRZt94XajP/ss1smTULAQ7e2ItjaEZdlWh4sF++qanvTFEoxSItrb0Z/5Kmpy0n6PpiZUPo/1o7+1EwxKQVubnWQoFCAQRGzdBoB1+RLq7bftYz4WtqBcbS0qErEp/oUC6Doyk0G/776KtzY0jZ3NPvqm7faA7U2+FSue30k4PR7j7EQCBWjAkzuaqd9o7blh+Bu8aLpAWmrJ4HwW0YkEsckkta1rrxS+LXgf/bEPAEGtq5UtwaOcCb+2RLxRFLITOm2+7RzVHYSzIzS6e7iaOEnSjJRo8y59/fbHDl1bcZvHBpaHdQvQvWX9vAKuu7J4o9jV4mckliFjWtQ4DbYv44t2cSrBiTGbWravLcDulspMuMO4Notsi5LMBliZgmRbk4+jRcG4azPKUiliGROPQ69aATA0wYEF7NIWg1KK3X//f+L4//G7lLwolLKtmpRE0w27j1V34PQF6XzgGZz+OjZ/6TsV1xkMp0qVCkvZtiNf29OGQ5sTcAml8lhSlaj8g+F0KUCfDc7t8xWZfAH/NX//Oo+TX9rbNs9y7m7EuclEhajcpVCa7c3+dXtm7hTM9oKtFAmzetZ7tSGCQfRv/6pduaqvR3g8NsV161ZbGEqp+RtzUWTFzP5YU4N++J7Sz+rQIdt2ye9Hf/iRm3IfG7izUe9xoGsCS9o9uesVcBztruXjoQhKwa5m/5LCoAVL8mr/NLGsiUPTeGJ707w5Vb8mmMwnknYSbDZAH7qK8c1vAUXBuGv6L1UmA+kU1NVXFZATDY0YX3x8xfeqGpugsxOuXq1+wKxgpBCIPUVF+ZaWSrX4UMgOzmdFJcfG0J75ql0h93pL96Eu9s3dr6bZ1o+1taiZ6blrWRZqbLTqUA521JY28Ddib3a7QypVCs7BNsf84GqYZ1ZZgPNuRDqWRa5QeBcgEU7fnAC99j5avFswZY56VztCCLYE72U81YepcgilYVGp3i5E5fzV7NlMs8e2W/U7G8lZKRJmiG7fPprcm9b8HjZw87Fus6VD13h8WxOnxuM4dcGh61THvlF4HDrP7m4lb0mcurZkBlwqxedjsdK++NR4nG2NPhxllXS3oaMLO3gFu5dZ1wTRMlE3j0MnkSvwev80adOiI+Dmod4GCpbklb6pojq74OHeBlr9bqRUXDoxjmZobNnXsmJaTnQmxb/9vZ8Qnkyyv+dp2sXryHwWzeHEU99CamqYuq0Huef3/5hcMoKvdRO6s3oVxO9ykC3MTSaRbGHeZsjvMkpBvCagtszSpNnnKtmUOBbpx65mOQcQSec5MxHHZegcaA/gMu5sW4dqLI3rWIs2cA0yhViZacny4dZvXrZYuN0VyslCCPSHH0EdOYq0LNTf/NfKXnNNW7Saph88BAcPLfj6BjawUvQ21JCzFBPxLO0BNz1162OZt7m+hq5aL0qpivV4IQxG0sSzJlLZ+iknx2J8obdSOyXoNphO2kwuXQg8Nd6550vTEEXlc+vMGdRHH4IQaEVtB2vwCur11+1A2e9H//o3EIaBymRQ09N20u06RNesvj7UO8WKtss151fudoNp2hXzBx9Ea7fnjYX80gkG588V4+OI9kpXGdHchJooitFpGtTZ9yxaygJLXYeeTQuOuVpgrpSibzrJRCJLR9DD1sY7uwonsPdC5QXe5bRWbWBxKKXIpc2VL+SA5yaq5wecTRU/e40AT3T9I7JWivHkRc5F36L8JjSx8L7WpXt5oO1X12qoG7hFsK7pzHqvk0dvUExsNSCEWFGQV76pF8xnnQbcDva2Bjg7mcCpazywqR63ofPpSIRoxsTvMoik81ycTpI27c31ZDLHhckEZyYTc33cSnFyLEbLdhf/4Z+/Qt9nYygFR57Ywnf+2cMruseX/t/PiEwlUVJxdnQ33U9vpr0hQtu9T9K0576KzL+7vrniXKUUBUui6zYN8P6een56fgJps9dpqplfMfG5DB7e0sC5yQQ+p15hT/aFzQ281j9NJGOSl4pQOl9SuF8K+YJd9Zi1LYtlTZ7c3rzkebcrpFLsafEzHs8SL2ol9NR5CLrv3krEaiCRn+Gd8f+8ZEuLQEMIDaEECPvovQ0rr3hdD1QqhfzwA1Quh37kKKK57HtuGKgXnp9/Uk8P8uJFRHMz2qZNN2WctxOmkzlSeYu2gBuXcfdSbVcTQgh2t/jZ3bL2lailYLdKLS95rc1WmZWa+/ka7GsLEk6bRDN52gIuersb4JFHbe/xQgHlciFjMTs4L1ai5VtvomamUSdPzl0okUANDUFjI9bzPyqxX/SvPFPdA30BKCnt4Hy26p3Pw569CF1H27/fDthhwQS+tCybQu9wILxexL79qNOn7PHoOlQZi3b4HqRUqKlJxLbttp0aduCvPf4E8rVX7eB9eBh14MDi1PwyXA6lODkex5KKyWQel6HRtQKF99sOyuKhzQ28cyVU2jvd27XRqnajGD43xfTVyJLHabooPnb2XtfpMai7Qb2p5WI81c9A/FP8jkZ21z9S8kDXhE4sN8mF2LsVcYUuHDS6u7kQeZdu3z68juuzBLxTYVqSsXgWp67R6nfdsVoOG7v8FUITgqNddXwybE8I93TWVu2p2t0amOfvXedxMJHIkcrnmE7mqfXMffwKuBJOV4isgV2NT8aynPt4BMu0F+UPfnaRX/0nD6Ffs8H82X86zjsvnKepM8A/+JdP4K/z8OFLfYTG4qTiubLknMDR9TD7v72/dO5CX/ChcIr3ipOfJuBge5Bzkwk0oKHGSZPPteDGrNXvptU/v8c0ljVLwaYlFR8PRfjqMlVaU/kyWzioYCXcjlBKMV1sB2jxuyo2iecm45wai6MJ2yKvze+mINUNCx9tAKYyg/OEW6pBFw56A4fpDRwlbk7hNYI3RyCOooVTJAJKYU1Nof/6dxBOp63g/PZblf7MYFe3BgftTbxhoB58CH372vq13064MJXg1LhtOWlogmd2tZacNTZw96GnzstgJM1kIkeNU+dgx/xNsMvQeGrHNQnrTZvgg/dt27JEAjk2VnmSZaFOn57/hi4X6tIlu8pdTArIs2fRrwmKVTqN9eovIB5H7NqNfs89qGQSeeGCLRxZXnUVAv2eexDOxdsKlJT2fDJapKHX10NjE1y+ZFfeW1rQtm5D6+ycd67QNPR7761+3f4y+ns4hLp0CbFz56JjmcVMcd0Dex8QSudv6wA9X5BMpXL4nQbBMsagMtOoE38GqTFavS188+DvkxMeHLq26ta+dyPCo/FFJRhm4fQ42HywDYfLIJ8pUFPrRrsJgrvx/DSfz/wUSxWI5sexlMmhpq8AkDETfD5ji7+VQynFlcTnSGUxmPicxzv+4bqotN+KsGRRYLxY3NzaWLNuDOy1xkaAfh3obahhc73XFvpYQeZmMpErC8AVrX43iVyBglTUuh3oGsRzc8d7nTpHumpxKjAMrRSge/0uNL3yfd9+4Rwv/qfPAEhEMvzVH79Dc1eQd54/Tz5fwOky8AZdJKNZPDUO7nliy5LjVUrxwdBcZlIq+Gx0ztYllM7zhd6GZdEJr4VY4N/lsKTi4nSCVM5ia2MNdV4nAbcDp64hlYUQgo7g7T1pHR+JMhBOI7AZJV/c2ogQgoxpcXo8jsKmxL0/GOa+nnq6ateHPnqnIehsXpYgZEHluBz/hLaa7TS4u27CyOznTkUiEI1WqiqnUraw049fqPQ/nztx7vhCAQYHYSNAL6F/OlmRAJ1O5ehYoUDnBu4c6Jrgi1ubVq4qnsnMCaspBbEY4uAh1KlixfzIUbjGBlHs2o1ob0elUnaluiisVk3J3XrhBUjZomrqxOfI5ibkm2/ZbgyaZgfX4bD93lu3LhmcA6jBQdsSbhbhsD2/SAmZDEJKtM2bl/8ZVMMin2E8a3JxOonHobOz2Y+hCbrrvAxFMqXPvyNw+z6LuYLFi+cnKUhbtf6+njq6i4rWavQdSE8ACjJTcO7/w73lWYR/fjJkAyuHN+giNrW0yGs2mWfw5AR7H+3FdZN0Mgoyz1jyQqk4JpVFLG/7tF9NnOJU6OWq50kKpXOUksTNGRr0je8L2AW+tGmVdJkuh1IbAfoGbEileO9KiLF4lqDbwaNbGpdd0ewMeghnTHuTKAQ99V72tAbIWxK3oREv9qRnC5KOoJuHNjeUNg6/878/zQ/+7bsYhs53/vsvcPGzMd554RyN7QHaNtfxN3/6fsV7TQxGmRyKkS9WqoUGsiDRhCCTzPO9//VN/uDfPbPkmJfKTM6qix9oC7BlmT1kDV4nXbUeBsNpdE2U/MWlUnx4Ncx4PEtjjQuHLhiJZrCKInvP7G7F69B5eqdt6+DUNXpuwM+0GrKmxZuXZ4hlTTqCHh7YVL+mljCXZlKlMDGUsum31SynpLJthIajGR7afPPtCO80NHq6aXT3MJMdXMbRGulCnIBz7Vsp5OAguFnhLAAAIABJREFU8tVfVD54ug41PggGkW+8Xj04B7sSlsvb9kiGAZ0d1Y+7iYik85iWotHnvOnWStci6HGQMq1SXOW7iwWrNmB/N98aCJEvWOxu8bO3bZk0Uo/H9hBPJu2gtLER/ehR1P79tiib04mlFOrTT0DT0B774lzwu20bIhRCXR1EtLQg9u3DOv6pHTB3dqGikVJwDoCUqFAYrKIFmmXZrBpNs/99+TJy02a0np7FxywXZwupcJjC978HPh/6k08h/MtrV9CO3os1MWEnLRoaEUXf9mjG5N0rIfKWZE+zj9MTCUyp0ASE03ke7m2kPeDmsa2NzKTyNPtdNKxy0DQUSfNxkel4X3cdnWtYnR+LZylIVQoazk8lSgE65UwtJSHah/r8T2H/P0LUbq1ytQ2sBL2H2vn8lf5l9aDnbxLjUinJp1M/ZiJzqeL3unDQ7d9PQeY5E3p1wfN9Rj3pQgyJ/d3xOda3FaIgJTOpPF6Hvu7ixB6HXvGnvpPX8Tv3zm4Qsmj9JhV01XpKKuJXwmnGE7bAWTRjcmo8Xgowl8KOZh9ep040Y9JZ6yFY/KJ7NDvAD7odfH1vm21fdg31advBNv7H738TgKGL0/zZP30JWVQbKYqwV2DXvZ1ISxKZSmLmLGRBoSyJlAopFZdPTSxrzIc7gxwfsavmmoDe+hoGwqlS730qb08gx0eitAbcy1JpFUJwX089R7pq0YQobdwHQilGolkspZhIZNGEKAmqCOzP2+vQcRk6O5rXpt/xxFisZK0zFs9yNZJm8xpavHkceomqA6LUFztbaTg/Oaf6asn1syO8E3G0+Zc4OfMy0fw4bZ7tXE58Mu8YDQOH5lqz6rlKp7FeehEiEUR3D2p8bH5WbNs29GP32SrQhQU22rqO9o3nIBRCDQxAayvajh1rMubl4uxEnLMTCYSw23u+uK1pXYP0Y931fDocIZkvsKvZX0FD3cCdi2SuwGQiR63HQUOZXsr7V8NkinPvuckknbXeCjHThSA0Df2Xvo68cB6h6Yhdu+zfu+Z0VPSDB+2AvXh86Vwh0O+/H+6/H4DCa6/BwGX7xcHBqlVosXUr6uQJ+wdNA7fHVoYHm04/MgyLBOhKKVvAra7OTgQA1BYrTsmkPd9kMnbAn89jvfUmxlefXfJzALsPXf/170ChgHDMfXbvXJkhmbM/2xNjcbTifkYqWwdiFk0+15pY8llS8cHVcElM9f3BML9ywLNm80+N05jTJRK2SO4sRMfDqKnPIBNi1swXaaImj28E6KsAw2mw68FNDJ4aB8DjdxIeTcw7TtMFzZuWt1e/Howmz3My9DICQY//IJOZK9ccITja/A2aPD2YMrcgg6/R3cO9zd/gUuxjslaSzYHDuPT1a/0wLcnPL06SNSVKwbHuWnrW0fbY49B5uLeBU2NxXIbG0a61+5uuNzYC9AXw9uUZplN5FHBpJsnj25oQQlCwZEl5U2H7fS8XQti0rsXieSEE+hJryH/+N2+XgnOYH5zrhsYXv7WXv/wXryMtRUObD0+Nk7ErERA2Xb5nl60omUnm+cl//IRYKM1Tv36Qnl1NZE2L1y9NE8sWaPY5i0kDicdhoAnBnlY/loKfXygL8oUgb0lW8the27ufNS3kbG+eghqnRjpvYdlObdTdhA31rL89AErZPu5riEe3NPLRUJiCVBzurK1oFzjQHmR7Yw0/PTdBoTgMn1MnEUrh9DhuGk3rToWhObmn+VmS+Qhvj3+v6jFt3m3sa3wSh7Y2aq/y449KfeZqdKQqZUVrai7RWLWjR7EmJ+w+Vq/XrporhXbsGFpNjV3Z6+5ek7GuFOcnEyWbxXDGJJ4tVARAuYLFOwMhYlmTTXVeDnfWrqnYi8vQeHCF7JNoxiSdL9Dkc11XK88G1heJXIGfX5gsPVbl1ONC2dwuhF0lWi6E2207Iix2zBJ+3yqRmAvOS7+85vnv6YHpKfvfum7T29PpOXE7w0AU1drVxATy9Cnw+dGOHEE4HMiBAeRbb4JSiPsfQHR1gaEjXPa8QTSKjERsn3OsuWB9BRBCgKNybc4Xyj5LMdfGpgmq6tKsNpRSFR+lnO3+WaPppdnnYn9rgEuhJAG3gyOdc5s84fTBvX+IGn0fLv8YlAmaEzwNyOgAwt+B0G+emvidCF+dh72P9DJ6cZqxvuo2qFsOd6yZpZolC5yYealU8R6IfzrPIUYgaPLYiTSH5mJb8Bj9sY8AqHd1krWS+J0NHGh4Gl1zsKPuwTUZ60oxmcyRNWWJHXJmIjEvQB+NZfhkOIKG4L5N9csWfb5etPrdtO5Y/jxiScVUModT1yqStLc6NgL0KihIxXhiLssbSufJWwqXIdhUX8PF6SS5gkQI2Nc6v4fMtCTRjInPZSzpxXo9mB6LV/19sNHDsad38Pi39/HD//MDRvpDSEsRnkiWFiuhwa5jXWze3cTMWJy/+pN3uXRinIIpOf/xCP/iB7/KxWSWeNamxs+k8gxHMxX+8LO2aAfag5wYjdssvxontQtQX0xLMhBKIYSgt95b8kq/FpsbauibTmFJO0g+1l1PNGOSMgv01tesyWd5Lfa2BphM2LY6bkNjU93aZi6DHgdP7VhYxdfjNHh8ezOnxmJoSuHpD3NhIAqA4dRo7K6jc2fTHatieTNwIvQSlqpOfRtP99OS3kKHb9favHmZYBRS2ptwq7JKLsNhRD6PcDoR9fVo3/q2TYOfmUE0NqJ98XGEfusJB7odOmaxxQal5qmmfzYSY6aYBB0Ip2nxu+m8hTQWLodSHB+OIoQd3H95Z8tGkH6bYSxm9zjPVlIvh1KlAP1QR5AProYRCBprnFX921U8bgesTU1LBtwrhQqF7Ip4tcRAdzfa5l5Eby/W9783NydMF73HhYCaGkRnJ5gmMh5HvvSi3duuachkEu2JJ5BvvlE6V73/Htrf/825SrcQUF+PFghgBfyQSICUaEeOLjjmcDrPeDxLvddJW2DhDfLe1gAnx2zmXZ3HybHuWq5EMrgN7abYqRm6xs5mHxen7XaBnc3+eazE1cbOFj87FxDMFUKDjgdRMg+hMyAcMPBTABQCVdOG2PYriNreNR3jnYx8xmSsv3pwDjDaN4036Ma5BoUehayoiCskUDlfuPQaRpMX6PDZIoo76h6i1tXGqZlXSJgz7K1/vPTarQSPoc/FD9jaWOUoSMl7V0Iltuvbl2f45f3tt8yeVCrFq/1TxLMF/n/23jw4zjS/7/s879v3icZ9EQQJ3uRwSM59kXPtHJy9146kSFmtbMflqkhxVSxVnKgUO7HL5cSyk0qloiS2U7bltaTIsqQ9tLO7szv3ck5yyBneOEjcaDT6vt633/d98sfbaHQDaAANAgQ4g28Vi+jr7ReNfp/nd3x/36+UcLgjwH1rHWfaYuwk6MtAFXZyVixXgR2KglMVxPM6qWKJZwbakEi8TnVJwFYombx6bQbTsi/XZ/a10urf2GrS4Qd7uPzeGEZpYWMXAu4/vYezv36S//t3f8rVD8Yrj9WIviqCax+Oc/X9MX7y3YsoiqgcRyiC2fE0ZshZU/lbrCw/jwNtQbpDXnTTIuJ1LntBSil57eYs6WIJAYzEc7xYJyH1uxw8t7+N125GMSW8PTLHiwfb10Sb3yhEfC6+dqyLfMkk4HJs2KYey2lEMxqtAXfD1cVmn4un97UxdH6CeFXXx9AtoiNxPH4XbX2fT5GMuwHD0uo+ZmHwydyrhN0dmzIHpjzwIObkpB1Em+ZCsK4ogLBnR69ewYzOoJ4+A5EI8vJnMDNjz6eOjWFduYJ6330bfm53iqf2tnDuVhzdtDjRHV5SYCsYZmWdkVJSrEff3yJUMwAwLKLZHVG5ew0hjxNR7mWp5VELS0omUgUUIfja0U5Kls1MWrx/mdevId99165qR5pQv/q1DU3SRVubXZBbnKALgfLY44hiEfM/fHdJwQ6odLrl4CByaAhaWhbo8ZaFnI3az1l87GWKAcLhQP3GNyEWA5+vrjd7PK/z2o1ZTClRheDhvib661BdD7YHKZkWl2cyxAs6V6JZHumL3NWg/URPE/vLjYWNiiEsKRmJ5ymZFnuafY3Z8wqB6HsWuesZ5Jv/TdUjEnKTyEv/Fzz+jxCOnW76emAaFkKIut7y+ZTG4EfjHHnqDsUQl4FDcbEv/AhDqQ/KyblAYiFQ8KgBimaWopnh4tyP0Mws3f5DeBwBLsT+ipJVBOCT2F/R7u3fdmrtLX4Xx7tDXI9m8btVHt1dGwfN5zrzMMq3t0d6Dqkye2+eAXA9mt1J0O9lCCF4bn8b5ydSSCk52dPERLLAudsJRJmu9fLh5bsptxN5dNOqVOyvzmR4au/6FlzdsMjqBiGPo4YO/hv/4Dne/ssrfPruKIOfTNkepRIycwXee/UGgxenKs9VVIHTqaKVO+JSQqk8G6Y6VXr3t3LrShTLtHC6HXQPRGhXFSbSRQzTwutU2dtSn7i+nKBZNUqmJFUsVYoEiXwJw7KWtaYDGI7nKJn2BW5akhuz2buu0OhUFcKqgpSSvG7iUkXdrv9aEM1qvDEYq6jVPrm3he4Vug/1sJwliGVKitn6CeYO6sOSFhPZK/gdETKl+pV3gaBgpDclQRfNzai/+mvIWAzrhz9cEHOyLFvozSr/PDtrq7d3dNjKz/OBtmVBsbjh57URCHucvHSoPjvkWGeIuZz9ubtUhb5tZrEUcKlkNcOeGpXg27E3vOfQFfJwsjfMyFyeVr+LY50hXh+MEc/rAHQG3Ty1t3XZ18qPPi4nx6ateB6NQufa7ECXHCudBstCNC3sZcLvt2fZb95AXrlis2nApq0X8phvvGGrxc9DUWqdGqoT8NlZm2auKKAoiL0DCEVBPPIo8gObRivuv79mTr4aQlGgfWURzOlMsTKCZkrJaLJQN0EHuBrNVuKg0USeY52hVeOFjcZ8Ym5adgHQ51xaiGkEv7gVZzJVQGIH+l8+0rnOIv5iAjT27VIWdhL0hlHM6SRnMjicSiW+XQ5afvNE4g5FnqQ/eILB1AeMZGxHJYmFIhzlpB1MaXA58QZXk29zouUshqUvHECAIUs42V4JOtgMlEN1dJ/cDpXdER+jyQJIONDm33JB2Gp4nGpNk9Lrunf28Z0EvQ5CZYX2eZwfT1a6KYqAiVSxhvY9D4+jvAFIW7F0vmtkScloooBuWuyOeFetvCYLJV67EUVie/a+dKijciynS+XZv34fx5/YzT/9m3+OlLbw25lvHWXsRgxZ3hWFgMMP9TJ9O4k2VRbNkKA6BKYhsUzJt37zUSaH42QSBU49s5eRy1EURfDVE11o5QT9Ti62kmmhAPNLps+loq5wPKeqVMbrFAHODaYVrhWWlLw5FCOa1RBCcGZvCx3rnJ2bSBbs7w52YDOeLKwrQe891EZyOoNRFuYTil1MalnGv3cHq+PC7A+Yzg9W5sbqwa36iLi7N+08hMMBHR2I3l7k5IQddEu54C88D8OAmRmUQ4ewhobKF4mKskbf4e2G9oCbLx/pJKfbs+n1inZbhUd2N/Pe7ThZzeBwR5DIGjUfpJQMzeVIFUrsbvZtOINqB41hf2uA/WVatWaYxHJaJXEcTxUxLbl8kuX1LIixWZat9wDIbBZ5awQCQcTu3asmfOaHHyI/vQSAOHAA9cmnKo+JSAT14UcwXW7khfP2ph0I2B7l1Z1zVUU88ADy/PmFdaE66ow0o77wgi0Q6fdDZyfWrVu2uvv+/fYMuvfO2B9GlT6LIqBtle+1qohK10qyVPj2biGR1/nZ4CyWJQl5nDx/oG3da81kqlih8uqmRUYz1iQsWA0hBPLQr8C171bd6YJAN3g+v4JXmwW9WOLKWyOYxioaEgI69mzu5+txBNgTOslY9jNAYsoSOSOx6FkSSxpcS77F/qbHGEy9jwA6ffvxOjZnRn6z8UhfhIPtARQhKuLX2wVep8rje5r5ZCKF26EsYQCshLxucmM2g6oIDrUH7/qI206CvkY0eZ3EchqmtBfYYJ1K8O6Il9msxliyQMTn5Hi3nTx9MJpgNFEAJJ9NpWkPugm6HRzrDFU2Lt2wGE3a9mHjqQKl8uZmWpKReI4jHbXz7q3dIU5/6wg/+fef4HSq6JrBoy8f4K0/v0IqlsfpVvnWbz3K7/+d71VeowgwTYkQ8ODzA/Tua6F3ny2c9Ad//8fcvGB7pR5/sp/v/N4zy/6OWc1AMywiPueqyfvrQ7HKhqYIeGagdcWA5mBbgJlMkVhOp8Xn4mD75s+rLYeZjEYsp9uBnJR8PJ7k7OH1dU9aAy7UOVEJBFv9a1/ApJTExlIU0kWae8OcfPEAliXRCyVyySKBiGdHLG4FxIvjTOVuEHZ30uM/XPPdmykMrZqcKyhoRoG3J/+Qhzq+sWl2J0IIlBdeQE5N2bOk9fwNLQvR3IL6K/85pJIQblqTD/J2hdep3hVtifXA61R5Zl9bw6/7bDrN1ZksppQMzeV58VD7tgtavqhwqgqqIioiqx6HQr28UX3ueczXXoNCHnHqFKKpCVkoYP7Zn4FRspPpjg6E24M4cAClSpxRzs4io1Fob7cV2OeFZa9fRz708JJOtnL4MOaN65BKVSzUlMcet20VAbGrDxFpRlbvnfM/KwrKk08gAgHE8ePIdBrzT/+/8olI1JdeRnR1Lfn9pGXBXAw83lVt1eZyOteiucrtZp+LQ6vszU/0N/PuSBxDymVHXO4WLk6mKmKvac1gLFFgzwqswJXQ5HUSL+hIaffA/Q1046SWQo6/Baob0XsGzjyAtCxEaggsHZoP27PqO1gCaUmitxPo+RKtfU14gwvXTzZeWIvDGqpTZWoojpYv0X9/16aNW/idEZ7t/VsMpj7gVvoCkuU92p2Kh4NNj9PrP4wpDYLO5Zk89wKEEES82zcO6Q176W1wPM20JD+5YavXCwFTaY0XDm6+1W41dhL0NeL+7jCmJZnL6+xt8dcVSBFC8FBfhIcWSbWPVXdRTYuxZAFV2BWax/qbMS3Jj6/P2LYvQuB3qijCVh9VhMClKiQLJa5HM3icKkc6guQSBX72x58iLdA1k3/zP73OP/vht/m9P/zrJKJZnG4H/+6fvIFRMlEUgcOlos9T3YH3X73Br/y9J1EdCrl0kasfjFeqkB/9bIhf/W9P41y0AQ3P5fhwLFE+L1uFvF5nWUpJRltYnASiYrdSD05V4bn9d/ciWA6Lq/13Uv3f1eRDNywm0kU6g54ltm2WaaEXDVwexxIa+8T1GDPDttjf7GiSI6f34A248fhdeO4hNcqtQFKb4b2ZP8WUBmrWgW4V2Bt6oPJ40NlGUp9mMdXQqXhsVgomljQAnawR5/zsDzjd/e1NO19RDvjrJucADzywQJNt2/rrZAdLMZkuVtZ6hJ3c7CTo2wOKEDy3r42Px5MoQvDArvrOASIcxvGtb9XcJ2dmQFpMhNq42jWAXytwavQz3KO3EV/5CqKtHWtiAuvHP6ayrsx7lgMIgVQUrGvXYGoSsWcvSn8/1qef2iJtAIkE1qefoj7wAKL712wRuGQC66237OOoKuXKccUbXV65Au32OIkcHrK77POOKJcvoy5K0KVlYX7/e5hzcZAWwwdPsv+xk3VHuVLFUg0rW0q5aoLTEfTwzeObxzxaK6pjDrHodqM4M9DKpakUumFxtDO0pKMm9SxYBsJTO5YnLQP58T8HPQtCQSauoZz8rxGqAs1ba4d5L+DWpSniE2ksSxIdTXL82QGc5SaZN+iuu2d6Ai60fAkpJWaZeRifTBNq828q89Ct+vA7wosmGRZuqMLJydazgJ3Q72D7oVAy0Q1ZGXGby+trWvc2EjvlujVCVezE+6VDHctS21fDcjQoU8Jszp4xS2slioaFKe3KTU43aPW7cCiC7rCHnrCX125EGY7nuRbN8Itb8SWUHsMwef/HN3ntjy8hhOCv/s15bl6YQi8aqE6FF371fhTHwpdLURVEebNye504qpJxX8CFw7n063FpKl2hB1oS3hyK1RXlEELQE/agKgIF8DgEVh3Bue2GNr+L/ogPgd1lWavXfT0MtAY4vbeVA22BmgtcL5S49LMhLr85zKWfDZJLFcinipXPKRXNVro9limZm0jdM5/hViOujVe+m6Y0mMnXWho90vEtWt27l7zOIdwcaX56iX+hbt35rLdpSYZiOQZj2WVtnYSqIk6csINwVYXe3oW50iefwrGKtdMOth7dIU9NQe9esnX5IiDic/H8gXae3d/WcOFERCJknF7e33OChL+JiaZ23t9zAgA5a+spyMFBMI0F4cfdu8FrWyIqzz6LvHkTee4XyMFBrNd/jjUxbj+varZcFgtYn3yCvDWCdLuRP/0p5HILM+enTpWFJLH/r7Y5CwTttQPs/5uWSUSiUax4HNU0UC2LnsHPuDS1vDsMQEfQbSe3wv7X4nc1ZEu3lTjV00SgHNt0Bt3sugOniHnf5Sf2tCyJ6azJc8hz/xD5wT/GuvofsLKTyMKc/aCWBKMIWCANSA1jaem6sdMOapGazVXiHgHkUwt7sTfoZt9Du1AdSxOn5p4QHr+zpgYvJZilOxckzegxhlIfESuMLvt4j/8wHtWPKpw4hIsml11A86ohnu75DYKuxiw/d3B34XWquByisu61+Fx3XZl+p4N+l3B6bwt/8dkU1bmVIqhsFn5n7Z9CAie6myrBXSynVdYYS9q3WwZaeeIrh3jne1cRwMCxTv74n7+DUTJ57Y8usvtQWyWJlxK8ARe/+jun+eN/8Q5CCL79u09XqskOp8pv/v7L/Mn/+i6qKviV335q2S+jWxUUqnQ2TGmfTz3v9if3tDA0l+PSZBrNlPzoWpQn9jRvuRpyqlBCAmGPY9nfc54J8eAKHZaNwMytRMWKyjJNrrx9C0VRcHkdHHlqD+F2f81mNHVjjuhwgkNP7Ma3jjn2LxKa3WWrDwmqcNDuXVBvtaTJSPoCWSO+5HUFM8Vn8Z9hUR2ACg43nb7jc3p9cJZ4vgTYAoi2eJHFobYA95XHYdQHH0IeOmzPjQaDNhWV1X2Vd7A9cKwzhNepVmbQd7rnnx+IcJjCY08iEmXrMkUl4wmAEIjucre4tRWGBhe65pkM6i//sq01ATZtfn6O3DBgJopy332YQ0NQLIDbA0NDWKWSnXxPTNbOo1sWypEjWNNTMDkJTU0opxaYQWJgAJGII4eHEZ2dKMsV9dxuqJoP1xxu8qXlqbhgi629fKiDKzMZRuI5hufyTKaKvLTF1oOGaZEslgi4HHjqUOgDbgdfOdq1+d2vob+wk28JzHwIsxfs7lv/y4je06C6bCr7PM79D8jIITj+t3eo7asg1OonPplGlgWRvaEFinshoxG7ncA0lxY7Jq/HlsiJq06F5u47655n9Dnenvr3SGkihEKHdz/RwhBOxcND7V8n7O7AqXp4pudvkisl8DiCOBU3ljRRxPYc6dpBLVRF8MLBDm5EF2bQ7zZEIxW8Bx98UH700UebeDqfb1ycTNm+nBJUBU72NNEf8TKZ0chqBh5V4dzogqCEW1UqFLGSafH9y9PopoUiBL1NHh7vtytw2WQRh0vhH3/7P5Ioz4l5/C7OfucUP/jXH6EoApfHwX/3/36TULOvUrVdz2aVLpb4yfUoJUsigL0tPh7uW3ku91Y8z4djiYpgTLPPWddq7W7g47EkQ3P257SnxcdDu7aOYjR5Y5bJG7FlGVqKQ3Dosd1cefvWksdCrT4OPra0+7uDWsQKo0zmrhF2d9IXuK/ynb8U+wlj2c9WmEEXKCgIFCQWp9q+TIdvgM/mfsacNk6X7wAHm55o6BoyLIv/eHFy2Xk5VbGdI1p29AR2sHasK9vY2cfvDCXT4odXZyiZFtKyOEqWI33tEAjY3XGnEzkyAmPlzlqZFaOWk2hzcBD59lt2cq46UF85i+jotAtxhQIyncb68asLqu5uN6K/37ZTA8T+/RWhuTtJOgufXMS6cIGi080H+07x0H39qwoa/ujaDMlyhd6hCB7pi1R85e82iiWTV6/PVObLn93XtqVsFevd34VSbvkHW+8DVwQm36q9X3Ujjn4H0Xx480/wHoZlSWaG59ALJdp2RyrNCdMwufjaIGZpZTbHfP3D5XFy5PQe9EKJ25emkVLSd6yTQKSxhtFw6iOuJt5cVMS34XfYM+g72EEDWHYR3+mg10GxZJIolGjyOjdM3OR4V4iOoBvNsOgOeXCqCldm0nw2nUGWLbiqR1Z00+JnN6KEvU7u7w7z4qF2hudyeBwqA60Lc8yBJnux2ntfBxffvo2hm1imxamn9/Dg8wPMTqTp3deMpxz830kVOeRx8q3j3cyVbWrWklB4nUrldxJsrV2RYUluxrKV8xmK5TjRHd6yLkDH3haSM1lyySJCERUFfgDLkMsm50BlNGE7wZI2fTujGexp9q1Z9Xoz0erto9Xbt+T+OW18FYE4Sbt3L6riZJf/KG2+fm4kf8FY7jKWNBhOf0jA2Uxv4Miaz0UVAo9TtXUmqB1PE0BpNRXaHexgBw0jntcxTElrwLUh9j9OVeHsoQ4m00V8LpX2wC6kadrCbPn8ghL7PEwTOTKCMTWFcvgw6r59WC4XMjqD0rsL0WGLjwpFsRXYq5kyigJt7ShPnYYjR+2FonmBGnsne7n3xP3ox+4jk9c543HiW4Pgma/MDClPwG+pwONosoBmLFjaXp5Oc3pg64S2xJHvID/7V2DOd8mrSrGxT+u8SsI27KjmdIMbs1lcqsLB9sCWO2woiqBr39K/rZYv1cRM9dC6qwkB9BxuR3UoXD83WnHDuf7eKCdf2L+sjW09hFztNutBWiioSGTFSq1k7dje7mBj8IVO0LOagRALXpnzmO8Sg73EfulAe8NWGstBCEHnIkG1W/E8ZnmBUQREvE7SmoElJZaEaE4nltfRTYvH+1u4r6s+NefX/v4ZWrsuEJtK88xfO0akww6gmL/9AAAgAElEQVQSwi0bW+EWQiyptJuWJJbTcDvUJZ9VR9DD4fYgg7EsIY9jSzvWirAX+4XPXGyZ/QvYiXapaICwlUrnLeZWgtPjoO9YY4rypiV5azjGTEYj7HXyzEBrXUrgevHJZIrB2VxZvTrHy4c67rrv7VrR5TvIYOoccgX91+nCTQCmcjd4pvdvkC3Fy6JxYEqTXCnZ0HsKIXh+fxsXJ1NI7LnOC+MpELZGRXvw82vHNTSX5VY8T6vfzX1doW3lk7qDexumZYuR+l3qkkLrp1Mprs5kEcJWHn9238ouImuFy6HQ31y1r6bTUCgsUNHTaXC5KiJuJJNgWVjRKCIQtBXf+5YWDgGE14v65a9gXboEPh/KqVP2ObdufPLpcih0LhqVyusm6WKJiM+F21H7eT7cF+HdkTkymsGBtgBtga1bs1yqUrG0FYIN388ahrTKuiWSBXmn5fYXZeH+1vuhaX9DbxPLabw1PIduWhxtD1ZGozYKhmnx42tRNNNCERDNautys7gb8PhdqE4Vy6w/ngEwe9veq4v5Egce3lVJzsGOu0zDaihBb/X2cbzlJcZzl4m4ukhok7bmDXAkcmZdv8u9AN2wuDCRJFcyOdoRXLf18A7Whu0ZPd8FfDyeZKjcST3SEaxJfIfmchWLM4CbsWzDSWWioGNaclVhgVa/i4xmYJUFWR/pi1TE4z6dSmNYdqJuz62uDJfbwVf/9kMNnedGwJKS125ESWsGUsLx7tCSeY37ukLc1xWqc4S7B0UITu9p4b3RBCB5pK95S5OFkmaga0aVOi6LlD9tCAEHH9+Nv8m7LhXa4bkcs1lbxyBVKPHpVHqJ08CdYipVpV6N3bnargn6wabHmSuOEtfGV32uhcG7U3/E4abTTOdvlmnvkp5A4/7jAbeDJ/bYHTArmaTTV0SzJCFV53bcz3iqQGfIw74W/10XJNksTKWLfDyesl0wciUUIbbFWrCDex82zTlKybStcL60v51wVYH4atS2u0PaavoZzSDUgCaAYVrE8yX8bnVJIb8G1Z1vRYHmZtSXz0IijvneexCLVZ4qE3FE+8oODKK1FfXZZ9d8nhuFuZzOzwdnEdh7zkuHOmp+b69T5fkD28M9YnfESzRbZDRZIOJ1cmKDE9VGIZM3wZqP0ywI9EF2GQExdxPi0d8DaSGUxosK527F0cpsq6vRLH0RX813/k6R1c3KPm5JmM3qq7xi66CoCkee6ufiTwfX9Pz0bI5bn07T3B0iOWO7JgQi3hqB5LWiN3CY3sBhpJTkSgnyRgoAv7OZz+Z+hm4V2Bd+hJBrexY31oNf3JpjOqshJcRyOq8c7lh5XdzBHeEL+cnqhmXTnCvUqAxHOxe6Oj6niioEppSoojGvS4BLkymuRe2qfXvAzem9LXWD7Qd6IzhVhXTRYH9bgKYyLdjvUrk8nUYRdudtb1W1PqcbjCYK+F0qu5q8Wx7Ix/M6ac2ozJhfmclsiaDCWtEZ8vD1Y0t9YbcMVcm40+PAsixMvZbuLBRBMasTbF4fG8KUC71iCZW/1UaiK+QhF8tWfO+btwHFvR6EELR7+4lrk7DMHNliFM0Mn8y9ypnu75ApzRJxd+F1rD/JLL79DnO/8TeQug6WxcSTz3Lt7/0DLIeTqYyGgq38X/OaksnbI3OkiiX2RHyc6t1cAcNGYVoS3bTwOJSa80oWSlVq+pJ4focCuIONwUg8T9EwK3v5lZk0j/UvUMA9DoVcpVsmcTXQJdNNi1evzaAZFlKyoripcLnsrvf58+B2oTz0MMLjga5uxOHDyHPn7OqrEIie3srrrLExiMcRfX2IyNbbLV2LZip7gwBuJ/Ic6diexTQhBA/3NfPw8kSEu4/FqvYON6DC4lEqzdYZWk9yDtQUwRGLbm8AAi47/jWQKAJaA9t3Hwd7rtzpVilpa1Nmj40miXQF2fdgL1JKwoucdRqBlJLzsz9gKn8TiYmCioWFQCCxmMkP8fyuv4NTqWWaTOVu8mn8pyionGx7hRZPb5132BpohokixBJGUqJQqqy1ApuFvJOgbx6+EJ9soWQym7WpvWGPE0WpbVLOz37PY39bgGSxxFS6SEfAw8G2xpLNq9FMxaZ0JlMkp5t1O4mqIjjZ07Tkfo9T5eVDnUykCvjdDrrLNDTNMHn12gwly55Zj+d1Tizz+o2AJSXv3Y4zkSoS8To5vbcVl2NpgONxqDV2IVs5l3avITmdqZk9LxWrqFqK7R0vhJ2gh9v9dY6yOvY0+7k5m6VQslAVwdHOjS+gnOgJE3Cp9gx6i3/bds/nMRB+mMncDdKl6JqeLzFxKW66/XfuW5v6R/8IWShUbmf692GpZZVnSzKb01k8Tnl+IslcTkcCw/E8HSEPvVvshjCP2azGG0MxLClpC7h5eqC1UvDsCXv4bDqNwKaH7Gle//d4B19sxHIahZJFZ9CNU1VwqgIFgYlNc16cgJ/Z28q523FKpsWJ7nBDNOjJVBHNsCoJ6+Xp9IruI6KlBfVLX1pyv3roMFYwBMkkYtcuRHk+3bx2DXnuF3Zid/5j1G98E9G0OXt5slDinZE5iobJsY4QhzqWX//9LhVF2J1TRYidvbwRzF5Y+FkokBrBTs5VcPrA1OzAs+XYHRVWH+hp4tztOBK7KB7ZwO45gENVeOFguz2D7lA4tA5b4buNgQd6uP7e6GJn1LrIxPPse/DOk+KckWCmMIgsF2HmdW2qR+fypSRh94IosmHpnI99H0vaz/1g5j/xUt9vbZti+4ejCYbjttjho30Rdlft13uafdyI5UDaIpHbuQnzecD2jqA3ADnd4EfXZpBlCvlTe1voCnl4bHczH4wlUBA82t9cc3EoQvDIKsrkK8GlKhSrBJ8aqdrPI5rVSBVLdIU8NYlOLGdT56W0K6ejycKmJei34nnGkzZtOZbXuTSV4sFlqP4Btz1XfmkqjcepVNTltwLT6SLvjcaREh7a1URv09YozK4VDpdK2QlsKSw4+EQfWk4n1ObHdQd2TW6HwitHOsnrJl6niqoIdNNCK5n43Y4NofkrQnBgGzMnUtoM49krBFzN9AWOcz3x7pqT83k4lDvbkKxUivz3f4Cl19IGIx+fY+Lrv4zl9qAKsaxXb7FkLbAgpKzQHLcDPh5PVhKZuZzOVLpYSWZCHicvHmxnJqPR5HVu6dzqDu5dXJ3J8Ol0GoHdGX/5cAd7mv1MpotMpzUiPucSjZaw18lLh9bnGLJY3HQ9yao0DOTwMCgK4vDhGqtEeePGgt2aEMjJiU1L0H9xy54bB7g0laY77FmW6n+sM0RWM4jldXrDXvq3SKFdSsmHYwlGEwXCXien97bgdmzzYoEzUOmO25ni/PpsQngA0XYcVCe0HL2jt9kV8dER9FCyrIrgblYzUJWNK6gE3A5O9W7Od/FOIaUkNpaikNFo6QnhCbgZOj+55uQcwL0BRY2kNk20MIy1zBvbLT+BqrgIOGtzCVOWagI+U26fEYKMZjASz1WEFz8aT9Yk6Pd3h2kNuCmUTHaFvVtqsfhFwOc+QR9PFjDLc9wA16MZukIe+iI+mn0uPhhNcHEyhcCuRm4Ezgy0cu5WHMOSnOoNL9t1Xgkj8RwfjiYBySdC1IhtFUom1XaP7noG5A0ir5ukiiWafc7KRqibVqUSKCU1RYfF2NPiZ0/L1nbGpJS8PTJXSRR+cSvOt457t1QEbjU0d4fIxPLMji4vOOZwqgR3bcxGqQhR+R5FsxpvDtn2biGPgy8daN/Wn9OdIldK8u70H2HKEqpwMFcYZzJ/raFjKKiM5S7THzyxrnOQmsbM2VcwZ6IIKREBP1LTEapKJDrJk/osyV2HaL70EZGcH/n4YzWFw2NdIWJDMQR2wWXXNumeA0u+O4sLPiGPs6HZ33sJpiUZS9psiL6Id0cAb5NwYzZbEfcsGhaxnE5n0MPpva0MzWW5Fs3y/mich/ual4ibrQe2uGmAwVhuXeKmUkrMH3wfEmVK8+Ag6ksvLTwhm1n42TSRoTufoZZSMpfXkdLWt5lfP3RzYe8WovZ2NRyqwpN7t04JfR5jyQK3EoWyboXOhYkUj+5ef9PkbkAc+Tby0h9AMb70wdwU4th3Nuy9XA4FFwpSSt4fTXA7kQfgVG8T+1u3f8f7TjBxPcbM8ByWKZm9nSDY4qtlHq4B+bSGZTYmDFeNWOE2H0T/UxXdW7VZuEIQdnbQ7T+IZuUJOJoomjn8ykIM51b9dPsPMpW/gQQGQg9um+65sqhZtPi8hBDbhrW3GUgXS0SzGhGfa1tY3n7uE/SA21FR+lQENUHim8Mx0uUL++3hOb52rHNDqrTNPhevHFleZVszTGI5nZDHSbAOBXgolqvMFalIpjJF9rvtRTezaCFKFAzmcvqq/p+GZTGZKuJUFTqD7poLb7EwzIsH7YJAf8THtWim4jN6tA4tbrvAklQCOLDr16YltzzxtCxJfCKFaVi09IZxlKvcWr5E9FYCp9exvDCcKihkNbyboO79ycRCxzOjGUymC+za5myDO0FSm2LeatKUBnPaKEIoyAbK7hIwrdXFGuuhNDSMNRuzvY4B4fPRde5dlPZ2hGqPibi+/evo73/AnJR4X3mF5v/tX1Re3x5w85UyCyLsdeLYRgWVh3ZFeH1wlqJh0Rv20vk5VqSvhpSS1wdniZe9oUfiuW2reHyvI+C2LQoldsHYX15H43mdj8dSmFKSLRp8MBrnqQ1KMu/rCtd1TpFzMWQuj+juRjiW2csLBYjHK8rucmwUaVkLXfSqERcA+f77yK4uhLpyDJIulpjL67T63UtiiI/Gkowk8pWGw5NlQcr7u8J8OJYAYdNStzs1VTOtBeFUVm4O3E3IQsy2TPO2QcvRShwlZy8hEzeh5RhMvMuSuXM9sSnnk9NNbifylQbUhYnU5z5BT81ksKq6VLlksfGDSGmPFa4z3B/PXcWUC7H4nuApDjQ9jku1k9dsKcHbk//OfissHu34z2j29FSef6L1LAOlhxCoBF1bxzhdDL/LwdHOIJ9NZVAVwePbvCi2kUgVSvzkRrQ8ritW1By5W/jcJ+jdIQ9HO4Lciudp8bs4XqX0ma+yWhACCiVrU2lUed3kR9dmsKRNUT+9t2WJxQnYCf5cTrcTTFnrYN8Z8nB9dsHHWwIXp1I8u0JQaEnJT65HK2I5e5p9NVT167NLhWGOdobwOFW+fKSTdNEg4HI0zAS421AVQXfIw2S6CAL2Nvu2xTkPfzxBatYWJZwZjnPsmQGkJbny9kiN3cdiKIqyblG41bCYmrTVPqebjSZ3J/MRnyoctHv3Mpm7hkQp+5cuUyFZBI/qZ1fg2LrPQW1vQ85TWhUFWSgw9dAjiNZWul7/GdI00d55B3Q72cv/2Z8R+f3/pSb49zrVbTkX2uR18o37urGk/EJ1kHXT7ljOB8jTGW1bFAU/j3i8v4UPRhPkdIOjnSGC5WJ7TjcR5cvXAtJaY9209cC8/Bny/fdtxXafD/Wb31qapLvdoDoWrNecTvvn8lorenqRY1Uq3+k0cnISsWtX3fedzWq8PhirjEV9aX8bkXKybZXtLedXsYlUAc0wcTtU9rT46Qi60UzL1uHZ5tdoT9DDJyKFKM/CH9sEzZRGIYsJ5Ef/DCzD9i7f8zJi1zNY0Qtw9bsg63zvhAptJzflnBavM45t/nfdCITaAxRzeiVJb+kJMXs7idWA8G3HQDPqHeyjXjVYdnOxY4eRzHlGMufpD57ivpbnmMxdw5Al5mOKW5kLNQm6EIKQa3u4ISzGsc4wRzpC5Ybd5//7NI/xlM3YKXOGGZ7LbXmC/vmOyrG/YEc7Q7xypJNHdzfXdJ32tfpRFYFDEQTdDkKeza1XjKcKGJYtOmNKybVoZtnn3d8drrHNOD+RqsyPdYU8HOkMMn/dCMBVh+ZuWpJ0sUQir5PTTQxLYliSkXi+5nl+l4P5j2WxMIxDUWj2ubZForsaZjJFpjO2lZiQENomImXJcsVXWtK2VcuX0HI6Zh2aIdhq7see3oNzk36Hh3ZFCLrtv/vuSG3Hs2RaZDWjRvhvvZjNalyLZkjkt3bOyu+M8HjnL9EfPMHhyBm6fQcxpVneYGG15FygcKb7O5UK+XqQ+O3fKR9M2MJQZWEMOTtL6n//P1ACAYRzobOlRJpglW7adsN2D/w3Gk5V4KwqbnkcCju5+ebA61Q5M9DK2cOd7K6aje4IuHGq9j6uCnFXRK3kxYt2sl0qQT6PnJlZ8hyhqihnzy7Yr5km5o9frTyuPP88BKrPVSJcy4+BaIZJRjMYnrPZdYYlMS1ZoTaDHQs4qmIBIURN4dXnchDxuu6Ja/SjiWRNsBzYDkrRqaHymm2CpcPMR/b9c1dXTs67n0Ac/KVNOSWvU+VUTxOqInCrCk/sqe145nUTzVibuvlKMC27+HMzlqW0QtxyN9B7qI3ew+20727iwKN9mIbVUHLe1Blg1+H16VIA5I00Q6kPl40dbmXOo5sFfI4QqrC/s4pw4HdsvUNDI1CE+EIl52A3GeYtjFWxPVyItsGqd2eI53XGkgXCHie7I41Zjp3oDtMT8qKbFl0hz6ZvXD6nWkO3D9YpCKiKwKpKjgQ2DX2eznZfZ4h8mdoUdDs41bP04tcMkx9fj6IZFgJJda612DbuaGeIjGYQy2n0hr3s2aSu7WbD7mSV/TuBaE6ncafqjYcn6KaQ0UDaQZPT4yAzl0Oay28qqlPh8BO71yUKVyiZjCbyeJ0rW/AF3A6+vMwYRixnd2ikhLDXwfP71zabLqVkKl1ENyW9YQ8OVWEyVeCdkTgSiUDw3P62VUcxNhNN7i6a3La93mtj/09FeXUlCOxr9njzCzjVO6NtF9940w7ol0Mhj/B4aP3uH5L83d8Dp5PI//xPv3Cb5L0GRdjf6wtlHZNTPeGdv9k6IKVdOM5oBv0N+jq7HApnD3Uyky3idznuTmAVDEI+bydsloXwL6+/IhwOu8hmWfa/aLTmMfXls3bSnsshDh+B9qWJw2giz7nbcQR2MV0VNrNOXTSyJ4TgmYE23h+NY0l4cFfTPcvkiJXdKsC+xtKa0ZAC/6bA300lGVMcEOq3i9j5FYRG204g9n1jXWvCTKZIomALBYdXiAX2twXYv0xRqlqNu5HZ9GLJZCpjX0vtZUHPt4ZjzOZ0kJLB2SwvHerYsnVOCEFHuRCRTRSYm0it4UWABI/fxe5jy4+frhXx4tiKhDshFHr8R0jrMabzN2n29LKv6ZE7es8dbD56wl5OdIe5ncjT5ndxeBuM9N7TCXq6WOK1m7MVSuE89W2tEELQfhdnJXvCtujMrXieZp+L43Vm28Cm5me1XMW/ujqxEULw6O7mFUVTRuJ5CiWzQr3sCLgwLFtc6sFFomMORVRm1dYLKSWzWR1TSjqC7lWLHaOJPNGsRk/Yu2HifB1BD4rIlP3rxbYR0Tr4aB/jV6OYhkX3gVZUh8LIJ1N1n2+WLNzrCDJ1w+JH12YombYP52xW44EGhY0uTKQq4w7posFEqkDfGpR8Px5PVpgZl2dUXj7Uwa1EvsqjVTKRKmxpgl4Nw1qbF/f+0CMoisqcNkbAFSHi7l7X+xU//GhBsRls+qtuBzy4XAR/57ftux96iI6fvFrnKDvYjgh7nTy92BNvBw3h4mSKG7P2fndjNsvZwx0N+eu6HMpd1dBQn30O843XIZtDnDpVX309GASHw772hYCO2gRcNDXh+KVfXvG9zk8kK/t4TjfYFfGSLBj0hj1LiuktfhdnD99ZAqIZJrM5nZDbsaqwo25YXJ/NYFpwsD2wYeM3PSFPZbZaCEHTNhCYFIFuOPobyIl3INCF6H8ZUsOQGa3/ItW5rkT2VjzHB6NJJJJLk2leONhGk3fte2dONxiuUuO+ML622XTNsPirazOVGOD+7hD7WwNMZxb2y7RmUDAWFOS3ElLKtam3Szh8up/Y7STRWwm69regrnOcdSp301ZiB0BBFWrldrtnT8Xz/EjzGY40n1nXe+xga3CgLcCBbWQreE8n6LHcAm3WtCTjqUJDCXqxZPLJZArNsLivK7Rs5X1oLsvFiTROh+DJ/pbKvNd6sTvi42BbcFXK+P3dYfwuB2nNYE+zr66gXD04FFG2epAoQNDjbFiFthF8ULZEAWgLuDizt7XuxjQSz/HhmE1hG57Lc3qghc7gnSfpLT4Xz+1vYzJdoMXnonubJOhOt4M9J2oTO7kCJUtd5zhBPK9jVRwLJDdiObobLIAsFh5bawdmJJ6vbOp53SRVKNHidzGeKlYKaNuBMjSPkKuNOW1syf0Lc2W2VUpSnyamjWJJg8ncNc50fwe/s3FV/div/zrVNBb/f/m3yP3Lf1V+U4E5OIijZfuIxexgB3cTE6liVTHPZow1kqBPpgpcn80S8ji4vzu8RFPDMC3evRVnNqfRFfTw6O7mO+ouGx4vhedeJLCKRaVwOFC//g2sy5fB5UI51riGRe2aLDjSEVqxo3onKJRMfnR1xm4MSFYVSvr54CypYgkpbe2arxzt3BAm4kN9EVr9tp3TnpbtoSUDIFqOIFqOVG5LS19ZvsS7Pir1SLy2uP36YIwvH+lcs62VKhbv42t732jW1tCYF9u9OZvjYFuQgEslW9bLcSoK7m1ir+UPry22UVTBjXOjmCULoQiyyQKHHtvd8PvFCqNMF25W3SPp8x/nVvYCAkHBzGBJE0VsffFiB/c+7ukEvdnnqiyMqhANJ3lvDsdI5EtI7IXpa0e7ajaCvG7w8VgSU4Jmwtsjc3z1aNe6ztW0JD8fnCWRtytt9QTi5iGEWJa2tFbsafYzmSoylSnS5HFyvGvthYtGYUk70Z7HTEajaFh1q+lT6WJlAzClJJrRNiRBB7uDsJldWiklxZzO8PlJtJxOS2+YvmM23Wt6aI6ZkTgev4u9p3pwOFWGLkyQnM7iDbo58MguLEty+Y1hzBVUafeeXF+XNuhx1AS5YHe2H+mLcH4iiSoED/dFVuyKPLgrwhuDs+R0k11NXrrXmNwH3A6SZSVrCfhcKge8AUwLopkivU1eepfx9t4q9PgPk9AmsRbR3BfmykAiSeiTWOX5QoEgpc80nKDLUglS6Zr7cv/nH9iU1zKy//YPcT+y/WlwlpR8PJ5kJlOkK+TlZE/4nphp3cH2RkfQTU43K4yxRop5qWKJd0bi9l6S1dANyWP9teyyKzMZpjNFLGmLpw3N5dbdKamMAQEBl8oLB9pxrJCwiEAA9Q6u7cf7W3hrOIZmWBzpDGxacg72ZzOvkQNwNZqpm6BbUpIoLIzsaIZJcYM6q4oQDLRurm2rNDXk7CUY+gtQnIjD/wWiaQBZyiGv/CHkZ6D7cZTdX0JmJ5Gf/ksoZWHXsyh7XsYa/TkMf6/+G6huRO/pdZ1bq99d07XWDYtb8Rw53WQiXaQz4OFkb/211+NUOdnTxIWJJKoieKJ/bcXfoNtRqSMrApq8dorw3P42PplMYVmS493hbTM6oagKnoCLYnZljRs5ryCJ3RzJJQorPr8eYsXFbAnJSPbj8k+2nWtKjxJxry9PuJtIFUq8P5rAtCxO9jZtWAy+g43DPZ2gN3mdPL2vleG5HE1eZ8Mbbqpo1BQ+cyUDl2MhMNBNW25/vgpQzzsUIFkokdVKtAc8y1Z7pzNFkoVSZeO7MJHk5VDjVLTJdJGhWJYmr4ujncG6C7SqCE7fJdrlvC+zVk46FSFWrPR2hTwLndW7PGZwJ8glC1w/N1qTXMfGkoTb/TicKhPXZ7FMiV40uHVxikhXiNRMFmlJ8ukiY1ei5JKFFZPz/vu7aFqnYq3f5eBUT5iPxhdmshQkbwzFKt3t1wdjfO1Y/c0j6HbwlXUUoc7sbeGj8SSaYXF/d7jihnCkI8iRbTDLsxh9weMgYDZ/i5yRJF1afo6wZC1YuEjk+ijuDgd4PFCssoOpSs5RVZwDexs/7hbgejTLyJzd3cnHsoQ9DvZ9zm19drD5ONXbhM+lkikaDLT6CTTAGEsXSwsq7tLWIlmMomFV6L6WhGId4SyrrKXhVARtAfeyLLCLk+nKeprVTcZSBfY0N5ZMStPEOn8ekgnEkaMoPT11n9vsc/H1Y+sr2jYKv2vB8lMRKwutKkIQ8TorHXS3Q8WzTTrdq8Ea+ksYf5NqfrT87F8jnvwnyBt/Cskb9mO3f4oM9SMH/xy0slXa2M+xmg+vkpx74LF/iFDWV6w42hlkNJGvOBIIIYgXStyOFzClJKdl8bnUFedk10PXbfI6eXR3hKvRDCG3kwfK45A+l4PH15jk320cenw3kzdjaHmdXKK4rDOONMtJOvakSWidxZ/VEm+JxKPeG/vhG0Mx8iX7s3preI5vHOtaM0NjB3cH93SCDrY38LyQRaPYFfYyliqAlLgdCiF3bWU67HHQFnDZgiXSFmdbDsNzWd4fTQL23nb2UAehRSI3TlWpKQbUuxBMy7bt8TqUio3MPBJ5nXeG5zClZCqtUTItTvU21s1LFUr84vYcuiE52RNe03zxarDFaVr5YCyBaUke3BVZ0aN5T7MfVdgz0t1h7z1Tubv96fSyybWhWzW+nEjQCiVMw1xQF5WQSxVXrPSqDoWW3vq6BGvBvtYAac3k5mwWt0Ph/p4m3h2ZqzxeKJlIKTdc4MXncnB6g7yH7waEEOwO3k/Q2cKH0b9c02vavQN4HY0XG4QQtP7Rd4n90q/YInGKYkcJ5Zl0x8AAwd/8rxo+7lYgqxuVIqMpqbhL7GAHdwJF2NTt9aDV70YRdkIphFhW5PRgW4DRsuK5IgQDLUsDdCklr16bIVW0v9PNXicvHlpKUXZWK6VDjYp/zfFyOWQqhWhtRbhqGQHWu+8iB2+CaSLHxxHf+Gb9OfY6uDqT4fpshoDLweN7Wjakc91VtqUdnssR8To52bPyOT27v43r0YUZ9HuBTSMLMZh4myXDy6Zmi74V4wuPCUBPgVHlfGMZMPzDlaclW9cAACAASURBVN+k6zEUx/rjGkUIntnXys8HY2Q0g46gG5eq3JW1ty/i25C48G7B6XbQd7SD0cszpGfzq78A6D5Y35Z4JbR799LjP8JE7grLzTYca352XTHCVqBQXaSUEs2wdhL0bYZ7PkFvFHndZDCWxakKHtjVRHfYg25a7G7yoQi7s30rnifidfJ4fwtPD7SSKJRwqUrdqv6lqQX6qgQ+nkjyzCJf8ja/i4EWP4OxLD6nysN9EfIlk2szGYSwO40OReEnN6JkNQNLSg61BTjevaAKnCiUKmuCKSWzubUJXVXjreFYZZbovdtx2gLuDRF2ifhcvHhw7fNW99omsByEAk6Pk0hXACQ4XA6Mkom0JIFmL7HRZM36XczW/3t5gi72PdBbsXlY9zkJwQO9TRU1aSklzT5XhYrYt4Ky+0ZASslnU2nGUgXaA25O9TZt66Dto9nvoVtr29Q1M9vw8aWUlEyJ+6GH6Ll+ldLly4hwmPhv/V1KFy/iGNhL25/+CcJ9b7BIBlr83IrnK6FJo53DHexgozCZKhDNanQEPbx0qIOJVBG/S6U75CGnG7w7Mke+ZHKkI8SBtgBfPdpFWisR9jiXDUSzmlFJzgHihRLpYmnJSNADvU1ktBhZzWBXk5eesAdrdBR5awQ6u1D274eZGcwf/ZVdiBMC5exZlLYF32M5M73gjy4EMh5vKEGP5TQ+nU5jWpJiSef92/ElMcd6cbQztGYtH5eqcN8KYrfbE8vsR4oT+r5k7427X0Be+bf2Bq96kIlBMKr3bgmpm0uPAbatWtdjiL2v3PFZ+ly208p8QT1ZKDEYy82fAXtbNjd+yukGH4wm0AyL493hNY+7bQUyc3lio8kVtX3mIVSFUrEEa5xfn4dp2THUqbZXOBI5Q8HMoJt5Pp79PpY0GAg/TH/oxLrOfyuwr8VfEfaNeJ1L3J12sPX4QiXohiX58fUZ23pMwHRGq9nUxpIFBmM5DEsyk9X4ZDLFw32RVefhXKpCobRQjZ0X6LCkJJbTURVBi8/FA71NPFDueFtS8v3L0xTKFJOpdJEHepvIakaFPnclmiWrmzxRVlhvD7gR2NuLogh2r0O1tljdARYCfYVZ8R3UYvfxLq6fu41pWITbAnQfaEF1qlx99zZavkTrribC7T5M3eTWpenarvoycPud7D3VQ2ATZrPnk3AhBM/sa2MqUyzrNGxuIng7UeDqbBbTkmQ1E69TbUi48W7DtFbuQthCiwqKEPQHTzZ07Ixm8NoN2+qw2efi2f1tuE7ax+j44feRur6ks7adUCiZXJ5OI4GjHSF8LpVmn4uzhztI5Es0+5z4XA4M0yJZLBFwObbeCmkHXwhMpAq8W547vzGb46m9LTV03l/cijNX1nv5ZCJFe8BNk9dJq6P++udeRtV5Pt4vlkwShRJNXid+l4NXqpTSrYkJrNd+aifcQ0NYlgW3b9W4Nljf+x689HKFyi4GBmwv9fKoi+hoTEysWLIqaaaEShyxg9UhvC3InjMw/rqdUA98DdF8CJm4ifXOfw+qGw79KsLhQU68DTMf2hzpChRgUfd971cRHQ8i3Bu/183v5U1eJ2cPdzCX04n4XA0LBzeKt4fnKoX9d4bn+MrRzm0bK1qGxUpqfUIVSEsiBKiqQqBBK+Gh9Edcjb8J2F3y/tBJPA57vXm57+8isba1MNxkqsCtRJ4Wv4sDrYFKI6cv4sOwJJ1Be5wnpxsUSxYRn3NbN1a+KPhCJei5cvIrsQWVo1UdzWhW41Y8V6EkW9KuIC5GybQwLFmzUD21p5UfXZvGlOAQ9jydlNL2jsza9Pj9bf4auphmWBQNs7KcpIoGLlWxKVZVGEsV0A0Ll8Pu4L94sJ3xVIGQ20lPgxVAsDv1l6ftrn2zz0Wojhf7DpbCH/Zw8sUDWKasKK1fP3ebQtr+HsVGE0Q6A2ilEnKZfcLhUjG0hY1ez5fWVPG9U6iKoPcuKdpntFKNAGCqWMf3G7gdz3FhMo1LtUVsGvE+3igcaX6aT+d+WiMOVw17tTAZCD1JT+BQQ8e+OJmqFMSSxRK34rmaee3tnJxLKXntRpRcmW0zmSry1aOdCCHwuxwVhW3NMPnRtSilsj7HM/taafXfG2yAHdy7qFZ9N8tz410hD6YlGYnnSFetO0LYCTZV64uUkoJh4VJFRfHd5VA42hHk8kwGsG1Rwx4H6WKJn1y3NSok8PyBNiLVllczMwvdcMOA8XHw++03nt8ILAt56SKUE3Tl5ClkUwQyacSevXV91OuhI+jG41QoliykZFsXQbcjlIGvIPtfBKEiFBWppWDwz2z6upGHwT9HPP4/Iq//yaLkHFBcYOnUJOmT7yD6nt30865eezcb2ar4VwjIl8xlE3TDkrx3O85sVqMr5OHhvshdT+5C7QG8QTe55PLib3K+WSIEhx7fjaOBQoNhlbgaf7MSI3wW/zl9weOVhFwIgWD7JuexnFYR0ZzXfjrSEbJtpqvGg+et/YSwx3uf29++bcQAv6j4QmVnfpeKKgQGEkVAa1ntezxV4BcjcayygqwqACE4umgmbjSR59ztOGDbpT3SF0EIQdDj4K/d30OxZOFx2t22nG4QzWjMrwvXo9maBN3jUPA5VXK6Wb4gnER8Lk70hPm4SuRLFaLmIgl5nBypotwVdIPLMxmcqsKxztCqF9TRzhA9YS+6adHqd20q3fnzCCEEqmPhMystEiQxSybhNj9LDbyoSc7LB0MvfL5mePsiPq5FbSq4lNQVEMuXTFtBVEKhZI9erEec7k7RF7iP8exl4tr4is+byF3mYOSxho5dc2XJ+W78vQFTUhmFAVtUSzclbkft73A7UUA3zMo6d3k6w5mBnQR9B5uLzqCbW4n8EqHRN4ZmmcuVsMqJsSrsfb+tKhC1pOTNoRjRrIYQgjN7W+go66Ac7w5zuCNYU4QfjucoVRVSB2M5Htq1kKCL7m74xAGmYQtC7t6Nsns3ZjQKc2X9DyFsT/T51wiB2FsrDGnFPoXZT6H1GErb8RV/f6eq8PKhTuZyGj6XY9O7qZ9HCLWqyGJq1KzYZlnQs+MBGP0ZNZ3ZKuHQCvT00vvucexr8XMjlkNgu7LU86K/OpNhMlXAlHaM3OJz3ZED0XqgKIL++zu5/PbIEnJDNaQlySYLeALbtzi+0Yjl9IpAnmlJZjIaR5Yh7FyaSttFT2k3DGM5rbIu7mBr8IVa1R2qwgsH27kWtRPaeXXp2zWek3aScbwrhG9RpfLj8WSF8jaaKHCoPUhTuSqvCIGvaobDpSpUU27ci9RNhRC8cLCdG7NZFCEq9LwDbUGafS4+GE0gJTy0K1I36dYMi+9dma6c0614jq8e7Vo16W6q6iQYlqSgG/hcjjuulqWKJT4eSyKBUz3hO/aM306YZzYs/mx3HW5n8CM7uXP7XYTbAySmMwhFrNodV1SFcPvWzPDOZjU006Iz6FlR0K9RhD02DS+W04l4nXUt3XTDqukwaSso228m8kaSpD696vN0c5mgbBXc3x1mNqdTLJlEvA7yusF7t+Psbw1sqhXgRsChLCg0g22j51KXfk/cDqXydxQCPM4dkZkdbD76Ij6klExnbKHR3rAXS0qiVSKcioDH+lvoDnlq9rZoViOW0+19s2wbeLaKsu5UFaobbH6nA1XYRav5hL8aorMT5aWXkGOjiI5OlP5+ANRvfBPrww+Rg4OI1haUh+tbrVljb8LQn9s3Zj7AGvg6yq6nV/wMHIqoCaDnBUAXxy3rwY3ZLCNzOVr8Lk72NH2uOmnSMpeqq3vboPkwxK8BFuw5izR1KCapb3Jeha4nNuNUV0XJtJjOaPhcKi0bHG/d3x2mO+RFMy26Qu6634FCaaFAaxfct2bcIjaWWjE5n0ep2FhTxKE4Odr8LJfjPwdgIPgiH42lcTvsHGK7C6t1BNzl5oBEVQS76oxUuh1KhTE378qwg63FFypBBzvQfPD/Z++9gyS7svPO330vvS3vu8t0tTdwDaAH3s1gDDFDcjQUrVaiuCEFpeBKDO5GyCxjQ4oNbYhrtStqtTK04u6QI9GNAYZjMAMM3ADobgDtu7q8r/Q+n7n7x33pqrJMV1d3NRr1RQBdmXnzmcyX795zzne+b19rw3MdQQ+zjjd35QJuNsmtpu00Wa8CKktVMCw+NdTKudkULk1wZrBtzTivS28qsNIR9FYXDLmyyWQiT5vfvUbVfTlbpD4GzBs2ecPaMgUqUzL5qytLWFLi0TVePNy17R5SKSXfvbZcDbS+d32ZnzrZd0/0sSxNJJj6aAGEYPj+Xtr7a99ZuCNIW3+EbCxPW1+YctFg/Nz8lqjrrb3hm6Ja7RQ+mEtxeTmLQPn4vnike0e/p63Q8KI+F+0BD/G8agE5tk1ruVuFW2s+WbmFH0PW6HJtvvVtkNZDyOviS8d7sGzJuzNJLi1lsKTSuvj80e47RlXcLp4/2Mn1lRxSSkY7Q00Tf/tb/CxlSkwl87T43dzfd3NK1DsN05boYm0ibQ/3HgbbggzWiRRqQhDyKFaaRAXa/VHfmnvbZo/rUTItusNeBlsDzGeKdId8HO5ce6/S+vqgr9EKTQiB/sgj8MgjyIpHe75Ab6RJUnTutcbHs6/BJgF6PS4tZvhgXjHvRjtCVa2b7WA+XeTcXArLVi1KuiY2VXP/OEBaZeT5fwPpcaS/C3H/36/2jAshkEOfdazUBKJlFDnxCiyf23zDwoXov/MBumHZfPPSImVLtTk80B/d0cq12KIF7sHOIJMJJRyKgJEmDgl3Ah6/q2lhROiiRnEHQm033+43HHmAwfApyqbN1y8uYdg5NKGclZ7ZIXHG24XWgIfnD3YymyrQFvAwsE6A/thgG6+NxygYNse6ww2FvDsNKSW25J5KDG4Hd/cK8Q7hUGcIW8JStshAS4D+dfp1PzXUxg9vrGBakqNdoTUBM6het1euLFG2bDQBnz7UtW4VcTOkCgbfvlrrfXv2QEcDVW/1dpUfeWPAJ6XkRjxPqmAw2BpoqNxdWsxQcnpHLdvi+kqOE73b62WzZWMV1LQd9WrXx/sHZpk2Ux8tqkKvlIyfm6etL1INAOavrRCbSSNtyfy1GKbRJIXbRLtE0wWtPbvjl3l1JVvtE8+WLZIFY1MhxJ2GcGxkYrkyHl3blf5zAI/u43TnFzm38gqmXcZGVYzrg3MQjEYf3tb2i6ZN2bRZytbaXQSQLBh3fYDu1rUNfXZBfY8P72/l4f2tG4673TBtyavXl1nOlQm4dV441HnXf7572Hk8f7CT83NpbCk51RtpGnx3Bj0MtvoZi+XxuTQeXefanYjneHsqgUDZj31pC+y09XB+LlWlCwc9Op9dnRQNDUBhpfY4uLbdR5ZSSrRM8yAGnkI4Nl5SSs7Pp6rt7tdXshzvDm872Z4pmVXGmCXVveqewPxbkHWazworyImXEYd/BnAYcud/GwynPevc/wWBHpB11VZ3EIw8ajKvY0i6A+BbW4C53VjKlig7mkgAl5cyd5xaDtDq9/DSsR5SRYMWv2cNW/ROoWuojXyySGIho3SmnAm3Pjj3hT2EWm8+QJdSkjXi5Iru6lLOloo+/nFAe9CzKWsv7HM3MIl2C8vZEq+OrWDZkgPtQU7va/nEJtz3VjCoRebR7vCmi9GukJcvn+yrvqcZbsRzFEyrOlleXMw0rZ5vBZOJfPXmCzAWy60J0B/e18K52RS6JnhsqG1NZv7CQoaLi2ksqWhrTx/ooNexy3DrosoyFqLR3/VmYNmSmVSBNocSK4SgLeBpSon92EFF5rWHtuS9b15Bd2mMnh4gny5WM7a2LVkcize+X8DBR/bhD3nx+F2klrKkV3JEOoK0bHK93S4EPa7qoktKdk15WxOi4XreLWSNOGU7t8EIybmVl3lu4FduartKdEVVZDwugS4ElqNzcacTIvc6JuI54nm1WMobFh/MpfnU0J1fNO9hdxHwuDb93oUQPLK/jYf3tW648Ds7m6oy1OYzJZIFY9ttW9dWctWkaK5skVq1LXHkF5BGHtITENmHOPY3Gt4vbQv53v8K5QwgkQtvwSP/pErV1oXArGvT265dZ7poYNk2mrMNKeHgOjoiHztIq24qt2HlQ+yFtyE6DMf+Jhh1c4BZhPRU4/t1Pzz46wiXHzQdOfNDsEqI/icQ2p1fSgc9ruo6U8Cu6hD43Ppd4eCRiec3dM8pZsrE59INLMjNYEubNxe+Sqq8iC11hPhJBAJNCHruYuu5jyvemopX457xRJ4DHcFP7Hpp1wP0omHh0gSuu7yPo4LNMjluTUMDLJyg9xYoGmFvfe+baKq4PtoRWleIC2AuXahW7iTw2o0VfvJkHx5d43h3hOVsmXihTGfIu+F21kNF7TldMquBx6HOEAOO33ayYFAyLTpD3ruG7i6lJJ8uobs0fJtkFXW3Tu+hDuavrqjJUKgg3SxbXH9vhqGTvaSWctUi+WoVfiRce2eaYNTHwUf20dId3rXAvIInh9t5ZypB0bS4ry9KYJ2J1bRsLi5mKJo2hztDu1blvp2QUnIl8fqm48p2c3XYjXBuLuX89iRlU3K4K4RAMNQWuGvtaj6uWPuzqz2xkCmSL1v0RXx3xSLyXoQtJSXTxufSPjbVjs2Os4FeKeUt0S1DHhfJ4vpJUaG7Eff/6vobKCWVunilybYYR179GuLIX0cIweNDbbwxGceWyqfds431VDxf5jvXlquPD3eE2Nfqpy3gQVoGpMfBE0UEb84S7nZCGnkoLEGgp8ooWBc9j6oqejEGCCcgtyE1AfNvQsuoOkc0J5hf1UtdjMG7v4UceAZt+LOIwU/fnpPaIlr8qkBzcSlDyONalwkC6ru9tpwl6HFxtDt8T1KHEwuZLYnuGqWb60FPlGZJlRexpAEYhKPfp8/zJbwundGO3aHz38tYM5c7jw3LZiZZwOPS6Iv4PjbzzK1g1wJ0KSVvTsaZThYQwOPD7etSyz9OGGkPMpsqsJgt4dY0rq7kmE4VeXa0g+g6VPfLixk+XEhj2ZKBFh+PDbUr3+W2AJmSyXSqQE/Iy5GumwvsbCkbxO9AZVrTRYP2gIdk0eBUX4SuWwiec2WLVNGoJgFWcmVeOKQ8Ji8tZvhwPl1VqX/hUOeOBelSStIlE6+u3dSiW0rJtbenycTzSAkDR7voHm7FMm30usVlKV9m4vw8Rtli39Eujj45xNRHi2TjtUDNNm1unJtFOtZ9rT1hUsvZtRlcCblUkckPFxg9PbATp78GhmVj2bLhsygaFumiSdTvbqCdhbwunju4cd+ULGd4/co0i2YIG42pRJ4vHu/Fs4q+liubXFnKoGsaR7vCa16/W1E0c8SKk5SsAhabi9ocjN6cgjsoinih2vIgGG4LbrvdZQ8bY7gtwFgsR6po4NE1TjnaHhcX03y0kAEpcesaXzja87G5Rj8uyJZMvn1VWe2FPC4+fbhrWwHi3YbHh9r54Y0Vp11N8I1Liwy2+vnUYFvTxWHZtPnReIzFbAldE3xqsJWBFjUXPnVAJUVLps19fdGbTtBJq6QswOqRvKJeM3L0GhN8ebQTEeja3smiFLitOsZeybKd4LyMfO9/UUkCaSMPfQWt55Ft72c1pFlQ2/Z33lQlWuYWkO//7+qB0OD0b4BbrZGEXrvP2gvvwNT3IdAJ9/99WPkQrv8Z1WSHNFWQnrzmvEODUD9kZ2lUHZNK3X36e8i2w4jo8HZPeaOzAgqAh8bleQxV9umkXm1+uD3I8CY937nyDN+9ZmPaGrpQ9mnNWJ0zqQJzqSLdIU+DtsPdjkw8j1kymbuyvOlYIaBjYOvVcwCX5qWeRelzy6baUXvYGTyyv5Uf3ohhS8m+qJ+2gBvLlrx8eZGCaSNQcdat6Gx8XLBrAXqiYDCTqomc/Xg6cU8E6LomeGa0k/l0kdfHlcVKwbD48VSCFw6tnTynk3nOztVs1WZTRaaTBQZbAwghONUX5VTf+jeD6ytZzle8pIfbG6gg08kCmVXWXkITRLxu3plOMJVQwWZXyMtTI+3bykhVKyZOIqBe4fbiYqbOtsEgUTB2RGnUlpLvXVsmXjBAyptK7hSz5QYa1OzlZRbHYpRLJv6wl+6RVvxBLxMfLFDIKH/zq+9MNxVydXk0yoXa55tcytB3qIO5q7G1InHy5jO3W4FlS6aSeYdKjdOz01rVL6gIt7x4uHvLFDhpW8j3/zdWPD+PLWoL7XTJoMNVo6RbtuTbV5YomkpvYSFT5MXDd091ZT0kinO8vvBH1L7U9a/7oKuVU+0v0uHfd9P7qS7wTZtjPZG94Pw2wuWIXJYtiVsX1UTgWB21WNiS5Vzpnphn7iZ8tJCu6o9kyyY3YrmbTibfjWgPevipk318//oyC85cMJsqMpsqNhVaenVsmVheVclNW/LGRJyv3KeYZEGPi2c3EJOSZgl54XcUxb3tMOLoLzUGq1f+XxonIR1aDiFLaeS7/1IF79KC438L0X5sW+cb8bmrbTi6EEQrjL3UmAqgLfUZMPEK7FCALtNTyPP/GpDgicJDDoV8K++d+WHNDg2BvPInkLyqXht4GoJ94InA1T8B24D8ogq6i7G1G4tfrXtgQ3gQdA+kblT2VntZiEY6/I7Adv77FrCE6nH/AtAFvAN85IzrBz7DRnNWI+ZIFd5DcArQsKTqXV8zyrEatqRkIpFHAkMfgyD9+rszJOYzm44TAlp6wwyd7MF1k9okUU8Xo9EzjKXewaMHeLDjC9s93D1sAT1hH18+2Ydly2oyPVkoUzTt6lw+Hs/tBei3E7oQDfe8u4X+vFOwV1WurdUBm4N6WxhQca65ztjVyJXNqvVb2YLXx2N8sc5LumzaDZ9xwK3z7GgHLl1wI5avPr+QKVI07W3Rbl26xnOjnZydTeLSNU7X/Wj8bo2yI0InpQrmpZTkkkU0XRDYZv/OUqZEomBUP9Ozs6ktL7pty14VPEvKju1GIV1i4lwTy61mX4cAt9dDuVCrqEsbZi+vrBmquTSQkv7Dt6b2mTcsXELgcWmUTZvvXluu0iZDVozH8l/HmypSEC9xVR5suI5eG1vGrWuULcl9fZFqZQdASht5/c8gdhFaD8H+56GcoUeMM+cexUZDE641DJCiaWE4iQ5bQjxvIKW866lHFxM/pPFLlbiEB0sauDVfA509Zybx6Nvrk2/xu3npWA8F08Z7D1QU73YIIdaIUkb9bvKGhS3VPWjPL3rnoQlRbfER3Htz+eq5ezUrrYJ4vlFMzZa1z2QzyKnvQPK6qubGLirKdf+TtQFGbb5G6ND7KGL0y7DwtgqcbYc+P/29bQfow20B8obFbKpAb9hXExzzRNXkpnYOXjXHSyMHuXlFL/dsr09dTnyrFviXkrB0Dvq2yFayDVQga4PmgsRlqvf16e81e0Pz4FwPgLWqhWnhrUaBOACECtp97dB6eGvH2AQVl5+AR3d+K1PAd6DK5JLO398AvgKcpzZfTQKvA3NAGHgOqF9HpYBXgRJwBlikNZCoblcXkv7I2sBbiZjK6vEtZkp3fYBuW/ba4Nxx8KgUJiqFGCkhlyjedHBewaGWTzESeRTDknvtaXcAuiYa2jCCbr2hnBL5hMzju3aWUb+bQ51BLi9lcemCT21TSO1uRW/ER6vfTSxfRhOCB9fJ9vRHfFxfzlaJVH63zv51bBBWw7AktaWRqtR/9dwMbl3jqZF29rcGuLSUqVY3nhhuJ+JzI6XEownKlcoS3JKXY3vQ05Qd8ORwO29MximZtvKVd+uMvTtLalkppXYNt7Lv6NqKa3olR2oph+YSuNw60a5QQ6+4W1eBPlLiNu0tC+IYJZMrb01Ve1pcHp1Qq5/kYvamz7m1J0Rbf5Sxd2c3HOePeBm6rxev3417mzcVKSVvTyWYTKhF2qP7W8mUTNKl2oKwy5ymxV5WV8PYHxMe/gcN20iVLCoLgNfG47x42FVjW8y/pRaEtgGLKaVI6wrwaOEVbljzFL2djB759JprxO/W8bq0qu9p0PvxmLh8euNiUkNHQ8ek3KTXXHI99WNyRpzuwCgHo2e2nIAwLLuqz+DWNF441Hlbq+iWLZmI5zFsm+G2wJ6PKXBmsI33Z5JkSiZHu8N7LIbbgJO9EZayJTIlk7aAZ9dslm4XHuhv4XvXl5FSEvW5GVgnGdwb8TGXLlYfn1xHRb4pjGyt59k2kRPfRl7/U2g5iDjxKzDyElz+T4CAUB9i9MsITUd6W+tyjZry894mhBCc6IlwoqfRyUWE+pAjX4Lp74CvFXH0l5CFFUV7r4ioPvDfIEKNNnPSNpGzr0M5Da4AwhuFrgcbPcjrq+W2oTzKt3Cs9uyPVDBfOfmWg46H+daKGw247+8qhkJuvu7gVwXnmgdGvoCIDKvPf5uicLmyybevLDkONxVr2+8Dzdh1BvADFN29vup9yfk3BXwN+MW61152ngf4K+AZ/G6bzxx+g4n4AEHvAMNta9eiPWEfV5dzDntC0he9+5X7RZN1XyDiI58qNr0KjKLB1bensC3JwLEuQltcZ4OyHnztRgyJpC/i54nh5m0uO4VM0WA6VSTsdTEQ/WT0W28En1vnmZEOPphP4XPrn4jqOeyySNz9/S2c6osiuPd8azUheP5gJwXDwuPScGnNA+CeiI9nRzuZTxeI+t3sbw1seVKP+lx0hT0sZctIKXHY5JRMmzcm4nzxeC9fOKrsL4IeV0Mfst+jVyvHYZ97rS/rDiDsczdQnssFg+RStlrBXhiLM3Ckq+G7T6/kuPbOdEMft+Za5sTTI3gDanHdHvTQkikRyJq4nZ6UVG+UaNfGWfz0Sq6heu72uth/sod8emJL4iLV43ELBk/04vLqdO5vYWUmhe7SsEyrWmjQXRrh9gCDJ3vw3KK4WqZkMpUoVNtB3ptJcrAz1CCmoVNb2AihMdoCl1IaRbOJ7RuwmClVA3RZiFUrMNgGFGOIh/4h+uRfcTBxDaxZpwVRKAAAIABJREFUWGlZU9nQhOCZA+186/ISEsiXLN6bSXJ6X02sJpYrE8+X6Qp5qyJzpmVX7bB2Q3juVMenmZ+6gnTSYjYWZbm+CNxs7hIgyRgr+F1h9oVObGk/E4k8mZKpLAgtmw/mUjwx0rETp9AUP5qIsZAuIZFcXc7yhaM9uyoGlCoY2FLS4nfv2v3do2vbdtHYw9bgd+v8xLEebCnvueo51KjuJdMi4NbXvZafGG5nLJajUDYZagsQ9W+9nUsMPI1cOqseSKtOwGwM5t9EG3gKGR1WgXywF+G0HklPhFqftFRCZ7cB2sATMPBE9bE9/k2ldO6EQnL2NcThv97wHnnx91TQXKnuCzcsn0ecrHPDaD8JS+/XHk98A9l3ZvMAeP5NkM6cpXkQXQ8iO07Cta+tFXdbFwJ6zqBF9iNP/V3k2f9TVfE1Vx11XgN/B3SfRvQ/dcv3sUuO6Cqogsq1lSwnezdKKuSAF1DV9GaoCAdqdeMrEEAr8DwR30VO9c0CGaADaGyb7In4eHIky3x6ie5wjP5oHPhJoHLvtIEx598DVEKHTMkkUzToCHrvuLaHEIL9J7qY+mip+lw+VVx3vJSQWlKfz5U3p7j/0wfRt3jM704nqgyDhUyRlVz5tjnQ5MomL19ZwrIlmiY40R3mWM/27I93AqZtV21hd5M90BX28kJ4+xobH0fsOk/gXpzQKxBCENgCpaYr7MXv1siVLWxbom3RnkwIwdMjHSQLBnnD4kdODxHUaHm6JtZYFJQtm0xdP3SyYGDaEpcmKFs2Yys5hFD9zLdSWV8N3d24LVeTxU56JddEZE2SXsnRub+WNWtNlRuS5bNXljcN0P11N1ShCQJRH16/m5PPHWDi/AKxmdQG7wa3T+fAQwMEIl50l04pbyjPTalU3YVQWjWapnHksUEC0Z2x4NA10aBKrQnB4c4Qk/E8ecPC79Y52hqBKbc6gNAAeriPJ4YNvj+2gmBt20R3uO6z6HkYOfc6jkQ9ou8xhLdFifcUY2rBc/2/IEO9iMhQw3byho1LExi2CndnU0VOO+3alawzKB+/Fw52Eva6ePnyIkXTRko4va/ljlfc3JqXiKeTVHlxi+9wflPS5GryDa4m32A4/CAj0dMbvksTgoqPoWD71kdbxXy6pulRMm1yZXPXKsbnZpNcXc6BgIGoEr7cw72Ne3kud2liU3qsrglGO4KsZMts4PTUFCLYA2d+U/lzz/wQlt5VL0gJtmqDE94oeBsDKxG/WOccImH5PHQ/pB6lJ5CxS4jI4LZp7+seryeC1Fwq+BauNccFQOJqLfELKqCOXWhogxLYjdVOs6iC+o5NkqChAcgtOJVuCcFutPA+7OgwfPgfoLiJYNjQ5xEdx1WfOiCXz0Mpoaj8ttOYIHSIjiBO/Z3Gqv8tQNcarW1VYeRJFC1dAseAaWqB94OovvODwDi1XvUKgtSCc4DjwAVqwXkLEAK+i6rSZ1F97j+75th6I9fpjVQYgRqKRl8J0L/tPMbZ/k8xlyry+ngcTajz+tyR7jvukhHtCoNYumnihG3ZXPjBDXS3zsgDffjDGwfb9XO35PbO5ctO26tEreMnE4VdC9DLps23Li9SttTv9OmRdrrDe9Zydwq7HqDvQamnvjWZQAjwujQ+d6S7ITC2bMlitoTXpa0RWRNC0Brw0CIlfVEfsylVCXywic+jLVXvk0fXcOtalfrud+voomaZVgneJ+N5Xjxya6Jfi+Nxpi8uIW1JsMXHyAO9TF9cQtM0hh9opMTlkgU1cWlijciaP9J4A23rDROfq/UfuTybTwyBqI/h+3tZHE/gD3nZd1ydW3IhS3y2MTjXdIEn4KaYqWkEGCWLcFutd3tpIo5ZrmXrpQSv383xp0e2nJndCoIeFyd6Iny0kMalCR4fasfrUlWrsmXj0TWE6EV2HgGjAJFBhNDoDHn5wpEuMtdeIZh+n/OhT1MIDHGip6UhaSOCPfDIP4LMNDLYD74WZDGuFliVaoQQUIjBqgA96nNV50ZNQIfTiiCl5L26rDNSMpMs0B70UDTtasLg4mJmVyixXf4D6wboAh3ptAMINPV/oWFJk4KZQWJzOfkaLd5e2nz96+5jqDXAVCLPQqZE0KNz/wZijzuBFp+bRMFQfa+CXct2Sym5vJTFcZhjOlmg4CSS9rCHexVSSr5/fYV4voyUcKQrtEbgNVsySRUN2gKeNb8H4Q6Aez8MvYhMXALLAE8Ies6s3ZdZVL3boX5V8bXLoLkhsl+9np5CnvvXijaueZCHfwate+OE4obnZhaRH/xbJWKHgJEvQuf9KphuGUHse6421jIgfgn8XYo2XqWLC6XUXp/IaT/uHL8zRtNhC5of4uBPIzVdbb/vCUTYyQpf/k9rg3OXH8xVDKlSChGqu3ff+HptrpOWSjoMvYjY/8KOsn+Od0dYdDR02gMex2M+AgyiAm8PKpBeQgXWlcDsGWA/8DYqeA+gBOSeaNwBjwJDQBnoRQXa16DBqWQ9gbteYNHZv0ApxoOizNd7wseBPBcXFSXekurIZ9NFDtzhudwbcCv2otGEKVjr/gTA7dWxTFuxTW0o5ZVt2tW3p7nvhY2ZJ2f2t/Hq2DKGJTnQFqDtNjL/Wv3uKjtSF9AZ2j0P8OlUgZJpVROOHy1k9gL0O4i9AP0uwIU6tXNMm/l0kf2tKhC0peTbV5fIlkykhBM9zekuFS/UvGHh0rQGOjtAybT49pUlCoaFJgT7Wv3kyxZuXeP+vihCCEqmXaXkAsTrKuvrQUpJcjFLPl3ENm3cPjed+1vQXRqFbImpC4vVm2QuWSSfKnHfCweRtmRxIk5sJknHvhby6SJTHy0CAk0TRHpCWIYSdOsaal3TLzTyYD+2PUNyMYs34GbwZO/ag2uCtr4obasWTYn5dANdXAgYPNlDYj7TEKC7Vi2odLe+ZhIwy9aOBucVHO+JcKw7jBACaZWwr3wVcnO4+55QFXDbUhmCYHdDtj+QOIs//kOwyzyW/hoEzqBFv7Jm+8Lboqju7/4W0io6i6a66odwQduRNe8LeFw8N9rJleUMQY+L4861uZApkTMaqYatATd+t179rAWNqv93AgUzQ7w0S6w4ve6YSnA+GLqPI61PU7IyJErzjKXfIWvEnVGCgplGVTdgOVvinekEAmUT0hH0omuCZ0c77xj195nRDj6YS1O2bE70RHaU/XKzcOmiKiAo4La00OxhD3cTMiWTWK5cTUpeXso2BOgruRLfu77itPTBZw93E2qiSyICnXDmf4ByCryta6q39tJ5uPwHzv2+VwXKpQS0jNYC5cQVsCs97WWnsr5xgC6NPCz+GFnOAALRMoJoO6peG/+G4xEOIGH8LxCP/veIo7+ALMSQN76OdAdh4Ek499tQWAbbhlAfeNvAzIEnjDjwxcZzdfmQD/w6fPh/K1p/z5kt0fSF7kEcapzHpFmC7HzjwPAg4ujPI9/5n2iYqEOrEqu6p8pUUBuzwDZ2vDXH49L47JHuOhbBEirodgOPowJ0A/CiAvQKBHAWVQEHZcX2EI0CcRV0oYTkXkYt8S0aHUsOrXN0Dzjjl1EV+0px5kerxumAj5C3RCxfxpZqq4E7nIDNxPKU8uXmwTnUTlmDAw8N0NodIrmQpZgvM3t5uVoEqnfXkVIyc3GJ+HyaYIuf4fv70F0a7UEPP32yT1XPb/NcHvW7eWqknWsrWaJ+N8e7d4/eXu/SJFDCz3u4c9gL0HcBtpSMx/NOr1qQoEcn5VS+JI2Vr0TeIFsyqxXHS0vZdekuFTuXZhhbyVXVjC0puRHL49EFP3Gspyom5dEF0bKNP1nEcGkUOwNsxrZfGIsxd3WlRksXEJ9NceSxQcyStTp+JZ8qcun1CUzDophTNPWV6RRun8vZhqL4t/VGaOtrPE/bsilkSnh8btw+FwcfVllzKSXz12PEZlKE2vwMnuhB22JwEptNNVTiAdw+Fx37WvAE3A0CcgNHG/uHu4fbSK/kyKwo8TahCXpHm1N5Tdvm7EyKZNFgtCPI8DYUUiuLBXntT2HxXVWZyM5je1vh2p9A0VFrPfV3EC0H1N9GvqbAKy0or7UkkcnrkFtATr5SU7O1V4nE2Ba4AmveC6pH87FgOzI3j7zyl9iuAGbr02hCVN0Mgh6dgaiyHHqgP8qlpQwhj+u29wfPZi9xI/0uIXc7w5EHeXPhq0jAlgYCrdqH3gx5M4VH9+LRvYQ9HejCzbnYt9DQcGleuvzKB9eWklfHVqq/0Vevr/DlU33V7+tOUX+9Lp2H97duPvA2o9J68+ZkHFtKHt7XuqvJgj3s4XYhVzYZj+XxuTX6oz7qZzvfqsXsleVszfIPmEzkqwnN1RC6W/U+N8O1r9UqztkZRfXuPo029GJ1iAwN1B2LrkTUNoC0zTqvcxXYyxk38vDPIjrvr80ttTeooLywrIJiaSpKePwi5JdqwW5uAe2hX1+7v1IKSikI9aGF++Cxf1Z9Xn7475ClJGL4c4iOkxsed8M2z//2KnE3odTuA93ItqPq2ED1rDttANWRJ34Z+eF/UIkE4QLNhVjHSi6eL3NuNoVLU+K/zZIsm0HNDQaqt7wy16ZQQfor6tiJAl+itkxfbY+2ut/aRPWJp4GrqO9/tdibpJES33BUwClnzGWUsvzgqv0I4DSg82B/C2VL9SePtAXp2YQmfiuwTJupj5T1bddQK6W8wcJYTLV3rF5kroYNIUdorbU3rIpKC1nyDtu0a6g2Z8bn0ixNJrAtiVHKMHtlmf0O07KqDn8H0BPx0bNNl6OdRF/Ex4H2IOPxPFGfiwf7PxnibHcL9gL0XcB700nGE3lsW3J5OcunD3ZhWpJMyeRgZ6hBfMLn1hqqu4FtVhx1be3NRTrWWL0Rtc1itkzHcl5lFssW+4v2phnk2Ey6sWdcqkr5e9+8QrDFhyfgppSrTRLplVzD+QDYtkR36whhVF/zBtwUc2Xmri5TzBvomiCfLmGZNiA5+PC+as95ciHD/DWVJCjlDVxuHd2tk1zM0tIdItoZJBMrsDKdxDIt+o900u60ADTz0Oxwet0j7UGOPj5IaiVHqMW/psddd2kc+dQgti3JxvO4PPq61nHvzyQZj+expUq6hL0uOoLbnNCys40LkeWzqoLiLIrk2F8iHnJU3LtPw/T3FcXPNiH2AfZb/wxx399D+NuxF96Bq18D5NqgvB52CZLXlA1bE0iziHz//1DiOkKnLzND0P8z5MoWEqU8X7mWDnaGahY+dVjKljg7k8SlCx7Z10r4FvunU6VFzsdexpIm6fIy6fISpjSozOZ+PULBSrPe7J4oNVZj+kNHiHg6yZsp2nz9uDX1/Vm2bLBiMm1F+3N9govGnSFvg+XjHvZwr6Fs2rx8eQnDstEErOQCPDbUXrUcXe1ME/a40IRqcdY0se25nNX90NKE2Ic09BXHLyk9EmmpAKZCAV8PhZhK3tYLrNkGXPpD5OU/goGnIOZYmgEgYOV8LVFQOY70dN3xCfCp4MdeOqfcQixDvZ66oY7P2wKnfwOhO61RF38XUpOAjbz4+8hTvwozzvw19HmEmUXGrkDsA/C1IY79V6r/XdqQmVxzWqLjlPr3xN+GhXeUyF7PIwhX49wroiOIJ/5HlTjILUCov6l1nGkre9NKMjY1tsJLx3o2/mzXRaHu8wQVWL9NjY6eAmZQlHWAR4AfOn/bwF8CR6nR3P8CSFKzaVsPV1CJgPVwFXgTFfBPAfc52wVFuVesCo9L46kmoqe2lJyfSzGfLtIT9nF/f/SWk9RTHy0Qm00jbcnkhwsIIRqKQv6Il0J6rb97BYn5NN0jqngihODwp/aTieXRXRqh1ho7s1w0q5X1Gg3+kwvhOFCt50K1h9uLvQB9FzCbLtQW9FKpeT53sLk9StDj4sxgKx/Mp/G5tqdIPJMqMB7P4dI0LKs2IdhAxFe7BIrZcq3/W0IxU9zQ19q2JS6PXhU9WY18qkj7vijlQrp202sWC0mIdATw+t0Us2W6R1pZGIutqWzX4+o705x89gC+oIdi3qj5XdqS1FKOUr6MbUlyyQJzV5Yb9jtxbp7xs/MITRBsWRUkCwi11irFobYAobbmleMKNE0Q6di4Ip4sGNXWAQSki+b2A/T+x+Haf3F2rkNkGOberL1ejFW/N+EJwaP/BDn9Kkz9laIdFhPIsT9HnPhltWiqp/ZV4O+BwiLV4FXojYux1SjGamOlhcjO8NkHukkVDQJufVPLL8OyeXVspfq7eHVshZduMcDLmUkqLsQ2FmW7iC5cWI76b8FKb5h8rwTg9Qh72gl7GlkSbl1jX4u/arE0EPXfdZRuKSWGJXHp4p4W89rDHu4UkkVD9bMCloS5dJEzg20MrGPfdLwnQq5ssZwrsa/Fz1DrxvPKakjLQI79meo119y1hKrQIby/cXBmqk4/RFdV7ujw+tu2HbG1ta+o7Uz/QAX51SBYrj8fHP0lmPy26v0e/Az26/8YzPzacRIoLCHP/xt44NfUOiO/TDVoFRpc+n1V1UfCuX9VE6YDKGcUdd0uQaBbVb7rE9e6vxpkC03fkr96MyG+ehQNu06UD3KlDebETRFCibhV9G+GqFHYQQXI9do4B1F94t+oe/6a83wYSNA8MN9PYw/5ZmymBWq2b6bz38+jetdbN33/2EqOa45lW7aUJeTVOdQZ3mSfGyOfLjXoEuke3SnWoNbQGwTnAO5VPeOaJoh2rl2ztfVFmL+2oi57KekZufscQGypCgJ7rLR7H3sB+i6gM+hlJqVssyQQ2URwYn9roNqTvhEyRUWTr1duzpRM3nDU3QXQFfTQFvSQK5sc7gw3UOJDbYqCLDSBlJJSzuDsK1c59Oj+hixjBdfemSabyFeF3YKtPoyiWa2YS6n6hITYXGTTcDKXxVyZ2SsrGMVNJj4JM5eXGL6vj8WxWO15oarvhUypOm71vqu6ZbYkG19FE5OQWEgT6QjsaP/ZgY4gyWk1qWpC+Y5uF1rvGWx/J+QXEe3Hke4wXP7D2gCzgEzdQE59V6myH/giwhut+xzqFleBHlXNWI3CIux7AWa/rz6w6Ai0Hl7/oPydoPvUdoUG7UfRhKB1E6sh2xGTm0sXsesm4LyxUQVga2j37UMXletbMhp9lIKZZiz9TvW5ja7LqGfrAomPDbWxnCsjqAnl7SZyZZNE3qAt4Mbr0vn+9WVWcmU8Lo0XDt5eP/Y97OGTgIi3uUDmetA1waeGNl/wS6sM+UVVIXbXggg5/k1VBbYN5ct94KdUX7gnihj+XONGes9Ads5RJS/DtT/GXj7rKJI3LvtkfhnO/SuVvHWE3PB31CjhANigu1Wwv5GNWUXwrZxR53D5j5oH5/XITEN6EruUcOzlUMfhDjnU+sqnvJrlJVVwDmpfqzmCAmRyrNbutQMIenQiPndVSLfvlmjIGorCfgPVgz4EnEcFyBVMoPrRr6BE2x6l8TwFKij3seb8q1hytj3pjFktLLcaw8B1Z7s6sM/Z/mbnmgK+R6bUjyWVALAlVTHiVtE13MrUh+pzEZpg9KF+xt6fbWBnbgT/Fi3RvH43p547QC5ZxBfyVq19dwtSSpZzZSxb0h32Es+X+f51VcgYaPHz+NDt9WPfw+5iL0DfBTw62EZ4IU2ubHG4K7Qj4hpnZ5NcW84BkgPtQR5yvKizJQPhlAklkC1bPH+oOV2lmC3TPhDBKJokFzNICZZhc+n1CSKdQUZPD1QF0Molk/RyTQ1UBbsFekbaWBiLV58v5Qx6DrSzcCO2YZSeXMxWxT42Dc4dCATj5+YwSrUFgy/gpne0XVHpAbnK70ZotZbs9RCbThHtCNHae2tZ33ocaA8R8bpJl0x6w97t0xsBmZmBj/4jmDlk6yE48osqOK56t0q48HtgZACJfH8cTvyyqjLkF0BzI0ZeUkO19SYgCdPfgZ5HIDKE6D1T64E3i8gLv6uqKW1HEUd+QVEUT/8GLLyjKgylJPbYXygVXPf6yaX3Z5Jcj9UWcAK1kL3Z6lIzePUAz/T/LZYK4wRcLbT7BrClxWTmHKZswhpogMCjBzi7/C06/YMMhDa2KRJC0HWbfFFvFvF8me9eqykZH+sOE3c0LkqmzdnZFE8fuH1+7HvYwycBPrfOCwc7ubyUJeDROd596/OFNHLId//nWlB7399DOMrsZGdrAaq0la3n8b+5dhu2ibBNZOcDkJ2GnGOPlbyGfP0fIUe/jNZXU4aXs6+DVaY6QReW1FzScRJWPqxtuJSClgPK3WMNnGqetJSSeiWILyWajF1zxEgEXPoDGoLxkS8q6v7yBypJLFcFY2sm81ULDDOP/PDfwRP/YseCGCEELxzqYjqZx6VVdAduBe+jgnINeBhVoV7N63oDVcVeRvmYPwT8AMU06KWm1r7eAqsIrKAs3I4A9QywOZTFm4WyextCVdw/i1J0F6gqfQ5VqV8PEvjPgMlQW4mxWBfgQiIY3gFl9859LfiDHoq5MtHOEG6fi/5DnUx8ML/Wlnc1BCxPqb7ynpF2fJuoors8rk0te+8U3ptJciOeRwBtAQ8ls6ZHNZ8uspQt7amq38PYC9BvAVOJPLOpIj1hL0NtW6+4ujSxxn7lVmDZkisVWyPg2kqOU31RiqkiM+9MQ7sfzaWpzOM6VOz0So5rb09j2xKhwepJIhPLszgep++gWthPnJtbuxFJQ3BegWmaqkcotT4NaV0lzg1QyJYa6GYAhmERagtw9IkhsokCS5OJ2n4FtPdHySULFDLrB2i2LTHLt571XY3OkLdBX2C7kFe+qsRsQC2W3vzNVQNkNTgHVJXho38PfU8hTv7X4A7WqijaRjQpCQtvw9L7SL0mrCMnvw3J64pOuPyBWlwNfQY8UWT/k/DWP1e9fghk4iri9G+su4elbOM1IQQ8NNDC8CZtBVuFVw+yL1Tz1NWEzpnur/Bh/DvkjAQ2Nkip/kXS4unDkmXCrg5mcxewpMl8/jLApkH63YKxWK7B975S2a9gL99+e2FLyevjMeZSRSI+F8+Odu5ZzN3FMCybC4sZyqbNka7QTbFLWgOeLVXFt4yl99W922E4yclvw4m/jbz2NaUBAiqpKnRob+4VLi/+nrI/kxY4NpG1ucCA619DdpxAeELIUhLmf8Sa4K6chtjFVc9lVdCeuA5rxDVrdOObhrTUua3OnJs5xJGfh46TymFk/Bu1wD88BIEOWDq3ShhuFayS2q7Yud+fSxPbEnldixTwIbWe8bdYG5wX6x7bKKr6HPBFlNWan9odfaM7exblX34d+DmUWrxECdJVEh9/hQrSD6Cq9ZbznIUSn4P1g/QKFR7aAmk+d+Q1YvnDtAXuJ+zdGUbZ6nbDtv4IhWyJ2Ewao2ggtFpfuu7W8AY81RzO0kQSaUvic2nue+HgbXHauR247hSaAGK5EoF1RKD3cHuQyJf5wdgKJcvmcGeI+++wSN7et+1ASkm2bOHWBL4tLKZmUwXemlQ+z9NJpQa5E5nCm0WqYJAslNEEVa9CTSjl6Inz82DY7FvMUQi4GT7SydA6qrGppVyVYixt8Ph1yoU6+wlbYtV5fuc3CLZXY2UytfmgbaBp35EN1348Q7lQppQ3GgN/CbGZ1KZrCE0TtPau/ZxiuTJF06In7EO/wz3G0irB/NtsKuYGKsqNjkLyBtVeMtuAudcQoy81Dt33PHL5PBTXJlaqsA2IXYDuh7BnXoPpV6ktyExYPotcOquOTeh1CyYJ2ZkNdQz2t/j5cKGmNWBLODubojPkRUpJ2OvacuLLsGxSRSXAt1HPe6uvj6f6/ga2tFnMX0ci6fYfQBMaQmWnuBj/AZZz/VvSZKU49bEJ0EMeF7oQWFKiC0XDtG3JUraE16XxQP/t9WP/pGMynmchXUKi6J3nZlM7G8TtYUOYlk3esAh6XFu6T//wxgorOWUXNZ3M88XjvXe8v1NKG+KXkcUE1Wq00MEdVF7fC+9QDdQ0N+L0f4fwrbNYjF+pzRGarthVq33ArRIQUuJwwkWt57j+oFZR2a0CTH9veye4Gqup8uNfXztm8byaV4pJKCcbx2cmITOx+X66T6+xqZOmI3jqbUGEB7Z3/LeEFVSg3UyrYPXqxI26Hqy61w1UwPzoqrHPAN9tso162CjBtxaUDduqlgF+BLzm/K3X7ddECdatF6C7URR4xeILeQuEvOed7R9zXmuuzdAM2ZJJ2bJp8bvX1UwRQjBwpIuBI12U8gaZWA5/xEcg4m1YM7z3zcsNGkilfHldMd+7DX63Xmv3E4KH97Xw2o0Ypi3pj/ruGtbevYo3J+MUHK2Dqys59rcGaAvcuRbGXQ3QJ+I5rixniXjdnN7XsmuiB9eWM3wwn8awJEIoH+PNMqTL2VLV79SSavFbCdCllFXV7rDPxVMjHbelgjKXKvD6eFxR2AV4nc/vkX2tWCWzWl3WJUSKJu3eWmXANCxmLi1hli16RtvxBt3VbKOmC/oPd+ILebj0ep0yat1ip30gwtJEQvVzi7VU8ptFVZzuFmGZNsmF9cXlmorUQTVxLQR0DbfhWkVBv7CQ5sJiBgGEPDqfOdzddPGXKJRZypRoD3q2LwLX7LjP/TbkZtW86W1BTdrrsA78XYrS/tY/B7Nu4eUOKjXdiVcg0IU48rOqivLIP4ULvwOxj2g6uWseaD2sqhhjf7Z2v/WVj9XVDF87xC4gSwnoOKVEeOpwolcpvJ6fT1efM22bb1xcQBOCnrCXJ0faNw3SC4bFy5cXq5Xj5w92bnoj1YRGb/AQRTOLKct4tVp2vtM/xETmfSxpogsX3f6b62PMlU2yJZP2gAfXHb6vHe4KkS2ZLGSK9EX8jHYEOdQZwrRtdCH2etZuM0wpqfyOJOp6vpdhWDbvzSRJFQ0OdoQY2YVENShV9ben4symimgCPC6dzx7u2jThHsvXBDxtqYKDVufekS2ZvHYjRs4wOdQR2lHmWz3kh/8eUmMWxcxHAAAgAElEQVRqgnIHwRQQ7IP9n0aWVyW4dU9DcC6T15HTP4BAJ+x/XrUyZWcBqXrCH/mnMPkyzL7mvEEipa3qraEB5QEuTao06c0SwJuhXsBu3RPegsZI6krz5yvV8M22IVyIkZ9YtdsS8t3fUiwFaSMPfAmtf21PtpSSqWSBsmmzvzWAd8cqrnGU2nqlv7sLmN9g/P2o4PjVuucEKtj9PirYP44KgkdQ3uX/H2vF4iqV+Yp92/s09rpXYK3zNygq/UVUsD3M2or9zwBfd84RZ39XnP8k8GkUfX5jjMWyvDedVLZofjfPHezcVNjUG3Dj9kUpFwykLRF1/sDhjiDp5RzSlmiawHsTAZaUkli+jC5E9Z5wJ/HMgQ7enopj2pIHB1roDvv48qk+5RJzlwnR3ouod+cR0MBMvBPYtQA9ni/zzlQSS0qSBQOJ5LGh5h7StxNz6SLvz6aqE7R0KnibBeg9ER9XHaVKXQj6o7Xs4Fy6yI14HtOWJPIG780keWJ458/t6nJWJQmkip2Pd4cZCvm49Po4C4bqUQNAQEtPmFBb7Riv/3iGbFwJvCUWMgghkFLd6DRdI5csEoj6GhTal8bjRNoDjL0/qxQ0d+hadXl09p/oZvz83Jbm7e1Cd2vYpt00SA+1+SnlDMJtAfoPre3PvbxU87DNli0ShfKaADyWL/Pdq8tOR53gieE2+qJbzxqvB2mVlSpv5QMvJWDoszDxzeZv0HSH4rgqWC5l4OLvqr/z88jzSXjwH8DF34HEZWeQcCo3ARj5AqTGITqq6O25+bWLoooo0Hpw+ZEXf18d+8TL8Mg/bhA+AjjWE2EpW2IxW0JKqr9FS0oWsiWSBWPTyXEinqds2dX3XlrM8PgWfnMfxr7LZOYcACOR0xxrexqATv8gD3f9NMuFCdp9++gOjGy6rQrm0kVevxFDCPDoGp870o3nDlLqNCGa+qG7Nmxn2MNOYag1wNWlLDnDQhNwsvfeZiy8N5NkMqEsJN+dThLx3YKF5C3g9YkYi444qCWhaFjciOU4tg5rrIKesJeFdBHbWfSG65xN3p6KkyyqYPPycpbeiG9H2pTqIY28uv9WEp0lA/Hkv0QuvA0//heArAlwam7E4Z+rvbewgvzg3zosJx1mfqh6szVdJXLdIUhdpyGYkhbMvYFtZBSlvjoh2qyb9N0qeh+DUD9c+5MtDN4gybwRhLZBph2VdDDzMPLSmoQwqRsqOLcc9t3096BJgP7OdILJRAEkXFzM8IVjPTsUEM2C006lAm8dCKJ6vJthhUZld5z3vg9U2vReRynCR4A/d56rfLYaMOq8XgROoETn6oR1t4z3nG0IFM1+9efmA14E/oTaudVfU2+xlQD9g7m0YoNKSaJgEM+vXWuthlE0ufDaOGbZRNM0Dp2pCRuPPtTP0mQSs2zSNdi6ZXq7lJLXbsSq65JDncE7TnGO+t185nCjWK0Q4hNt4Xon8dBAC6+PxwFJZ8hzxwWAdy1Az5bMqniZLZUN1W4gVW9/5aD+Rpwrqwx63hF0O+5M9j1hH08faGchU6Iz5G1Q8yyZdr3UCcUdUKRuhojPzWK2hC3VjzbkdTF/faUqmlY5Bo/fxcgDfQ2Vs3yqWJvjJNVqe8X3sZApkU8XqY/QNV3j+ruz2Nb6k2qw1UepYGAWt37OoTY//pD3tgbnALZl09ITRtqS5GLjpNc32oE34GFxPMb8tRV6RjsabuRBj065oM5bSpoyImaThSqrAiQTifyOBOhobuUnW3TsZtwhyC2uPz474wj1rF7EmGvHZWcbKZG6D078CiI6hNBcyK6HkFPfRV76Q+h7bC01seeM2o5tqX8R1CZkTR1zxZ9d6ExPXSbmPcDBzhBhb+328+RIB9dXshiWzfVYjkKlNUGyIbPGdKjbpm2r61tKNAE+9+aTcNHMMpU5j3SOdyz9Dra0ONH+HKCC9E7/IADj6bNMZM4ScXdyquMzTS3YKriwkK4mzsBmNlXYlfaXjwMyRYOyJWkNrE9l/LjBrWt87mg3ubKF363d84mR1CoLyUzpFiwkbwGr1xBC0MBeGYvl+GAuhUfXeHy4nRbHPeXxoXbGYjlKpsWB9lDD91Uya3OdAMobzH3bhu5VLKWKyKcrgBQaXP/T2r3WzAMuGP4coq3OTSO34FSUDcBS95zKd1FYgcIyXJyErtM1GzLNpYLU5Q/WF1lzh8HXppKyzWw418O+Z5V153aw2iZtPdiGmqc6H1Iq9vml2muuANrp38BefE+1DGhuREddr763te6cNcXwaoLpRM0Kt+y0TrXvSAW1k1rw7AJ6UNTx9XCe5sJxq7+Tcef1StufQFXUH0EF7qBs2M6hAulBVLKgghZnXAnVG19atT+3s8/K3H/dOY8wqoJf+c2EgZ9EUfCFc/wVbPz5ZUsmqaKBR9compW1lsSzBQba0mSiKi5s2TaXfzTBsSeHCUR9aLpWtUszyxbXfjxDKVeme6SNzv3rB9x5w2I+U6ze2y4vZbmvL7rHQGsCy5YkCmX8br3BGerjjr6on5882UvZtAl69Dv+3e/aJ9kd9qILgXR+ewc7d0c1sS/i46OFNJatLJc8uuDxukr+W5NxEs7Ef2ExQ0/YR7uTRekO+5oqKO5r8XNhIV29yewULc62JbGZFKZh0TEQ5VRflLJlE8uXGW4L0BfxMaWJNffycsHEMm1cdUFlS0+IxHxmQwXMbLxA78F2lieTaC6NkQf6uPLG5LrjhSZw+1zkEsW651atAQS0dodILNQC5ORCltTS6ixxc+guDVvKDSn1gai3aY+8EIK2vghtfRFWppJMXVjEsmw6B1sItvr44LtjWIaN0CCbLHL4TC3b++RIO29NxikaNqd6I01vQq0BT13vr9ihCV0dNw/8GnLiZZASMfRZ5IXf2fhNW6Ep+trV4rD+YrGK8OH/Aw/8GoQHkFe/Bkvvqe2tfAgHvwJX/xiwofdxtEN/rfpWaZXVlsZfVj2CvY/Cykeqf11a2LbJh0kvGS3LeDzHS8d7q5OvrgkOdykV5N6on9dvxChZNoOtNU9x05ZcWsxQMCwOd4YIeV28cmWRfNnCtiUtAWV/0+b3bKlqqQl9jdHaeOZ9jrc9U+1FB4gVZ7iUeBVLmuSMJFpM54HOz6+73YBbb/gJbkXT4pOIK0sZzs+lEM5v5dnRjntm8aMJ0ZCAupcx2hnivZkkAPotWkjeCobbAlxdzlYX1F0hLwecxFiubPLudAJbQtG0eW18hZeO9apj1gSH1ll/3NcX5UdOG1nI69qxc5OFFVg+p4LgzgcQ9/0q8tp/BiEQh74CQlNBekPW2lSioPuerT0VGVSZCKE7Cdn6CL1CC7SV4FvbYUiOQctBpVGy/ME6RycgtM9hVa2avOvvl5pPTfBWnY3ahf+4cfK4Hi5/Tey0WXAuXGqfq9XbnXPSjvycmnMu/j7EL4ErgDjxy9gL78LVr4JtIJfeh+O/jGg/qjYZ7EEe+gpMfgd8rUqErgmifjexXLl6tqFbcF1pRA/wLCrA7UIFyu9uMF5So4xvhH5qquuVa2ACVX3/EiqB8+eoIFtDUeEHUdZrLlT/elfdPk3nvW854x9A0ddx9mEAH6Gq5EmUuFwFbc5/oK6fj1BV+2PUaPYxFF0+BJxiMWPwgxsxJ8yXhDw6hiU50RvekmijpjfOG1LCwo04Iw/0NTw/fn6elONQNPXRAoGIl2BL8yKKW9caSPxel3bPzE87CcuWvHJlkVzZQko4M9i6JVvojws8uralJNHtwK6tILwunc8f7WY+UyTkce04bWyriPrdvHi4i8VMidaAe03mv2g0ZtBLpoUtJe9OJ5hNFekMejkz1NqQdXfrGp8/2kOqaBBw65su0E3LZjlXrnpsrocbZ2dJLmRBShZvxDn13AHODDaKD/Ud7CCzkmtQKff63YrSnijgC3k49Mg+hu/vI9KRopApkVjMUMoaa5O0gMut88CLh7BtiWVYtA9EWJlOsxpCQNdQK4s3GieT1cKs3oCbfce7SSxmG/a1mfVZBZZpo7s1pBBgS+xqpdI5Dk1w5FODXPrRJMVsCd2tY5kWQgh8IS8t3Woh1rG/hY79LcpncjLJ+NmaXYe0IRtv9G4Nelw8f7CLjbCvxU9xIMp0okB32Lvuom87EN4WxOGfVcdnlpxq9a3ABcU4cuJbsP/Tin5eWYzZZeTiu0pAJzVWC/aFUPvVXGrhuPhj5L5nEIFO9bLuURPa6Bere5Edp5BjfwnFGG+Yp8hoKmNt25IPZlOkSyb9LT4OdYSqk1+7o4z86tgKU4kC08kCnzvSzdmZJHPpIpaEyUSeM4Ot5MtWtS+oYFj8tVP9Tc82litzfSVL2OficGcYXRN4dD/HWp/hQqImfOQSHqSjRVBB3kxSoYhKLLLGxgumhwZaKJmq6nKgI0hPeE/IpRk+XKhRGVfy5S21Muzh7sOB9iBRn4tM0aQn4ts1xfr7+6J0Br0UTYt9Lf4GociyWWPYQK0yni4a/GgiTtm0ua8vwtCq1rb+qJ+XjvdQMKwNBasqyJSU9kRH0LMu80eWUspKzSqre2luAW3484iH/mHjuKO/CBf/oBa4am7wtGC/8ZtK9K3/KbQDL8Hp/xaWziFzC7DygUqy/v/svXlwJFl+3/d5mVl3oaoAFG6gG0ej7+6Z7pmd+9rd2XN2l8eSFGlJFCXTVoRsBqkI2WEHKYbCkkNhBWWv7aAlSrIcdjBIBndXXF7a5R6zO7uzM7M7R8/0MdMH+kDjRqFQ952Zz3+8OoEqXA000DP1jZiYRlXmyywg6733+/2+v+9X9zYGzmYGcfJXEboLWcoipVXWE6lDxarTFVSe5+vo5zoNLKxDimnEnW9SXYRz0SbntYBdruYLQwX65hqK/fDziNCESkZLC9xhyEcBARNqjRG6E3Hm12u/15mXGxlhdgmZuFkN0AG0/seUfegGeG68m3fnEuRNm9P9gQ1FR7ePsfJ/ABdpuvHaFjSUuNvTKM/zisWmjQqEU6jAvL6VYQVV7a58rjeBl8r/FqiKeSfwubrrfB64UD5/CfUsWCjBu++hgvbHqAXnlH9Oo5IFr6ISAk+j+vBL5evHuLZ8FsuWWKh2zckeP8d719sWSilZvhMjE88THgkSKLsS9Y52EbmboJApVj+C0YRFl88UGoiFhWypZYBeYdq8PRtHF4In2kKfTbGUypOp24ddXEh+qAL0/cS+pvjdDn2X7CruDQG3o2VgfGYgwBvTMYRQNOe+Dje3o1nurGaxJMwlc7y/aKyrkuua2JLaX8my+ebVJUWLl/D44U4Ot3i4E0vpqpCaVbLJp4t41/hwOlwGp1+YoFQwWb6zyup8iny6WKOuJwtcfPkmD714hK7BAO9+ZwqrQsFfs0YIDVw+B3PXIizejCJtuZ41LeDIo8O4vA6uvX533T0bTh2zTv29mDeZvrTEyKk+Zi6rTHt9n/tWYJk24+cG8QXdRGYSLE7V+qkmHhlCd+icen4Mq6SCecu0MQsmLp9zXQZ08WaU+esrDUwCoQk6WtjRVZAtWrw9G6NkSc4OBqqJncmwn8nw3rFBpJTI6GV23L9Xhan+3pGLMH4IOkZU1RtA6Ahvue8pfFaJC1U2PKmZGuVRaBC7hnR4VaXcGYCu4w2/Y2G4Ecd+Uf371gpauddTArdWM1gSVrJF3Ibe8NxfW05VKYYacDeWYzlTrDoVCFTmtv65aUWtShdMvjcVwbIVsyGRM/nYoRCGpjEefAS/o4u3l79F0RJkck/w+nSMp0a7WM2WeHMmhhR+hNtAJekl44FHNvzNuh06n5js2fjX3wYuXaNkVeYeeV/79NvYXYR9rn2htddDCMFwi812yOMg7HUSzRaRUnKm3Kr2o1tRkgUVdP70bpwev2vdPOJx6FtKOswlctVqu0PX+Hwr7YnkHdQMaKu5dPldGFvPyNF6HkI+dxYZvwlLb0HkAiy+Xjtg5nvYxSTaib+N9HTD7W/Wqs31wTkaeHuRidvI2VdUANtQaS9DaIjn/jVy9gdw6y+bfMI11fS734GTvwq+gZrX+nYE5uwC+EcQE19Eenrh7X9dtgcFnAHE4RcRhgee+ZdgmwjDrYRKdSfC2Ri8SWkj3/mK8mqvv0/Ngeg8uuFt3I1luRZJE3QbnBtSYsUuQ+fxw3sdkOVRwfS9Bug2ipL+A1R1/vs0/q3cKEs2AxVQC5Tg2xw1ynqlN34FVbEfpEaNr6AfFbBngD8tv1Zpr7hV/gyLwN+hFlqYKLp75fPdoVEJ3gLm8bnOo6maC0IIfC0YC3PXVli6FcW2lGXa5GPDBMI+dEPjzAvj3Hp3ntW5JEhFew/1ddAR9jJ/fYXoXBLDoVWr7bqhVwP8VhgKehr0pdpYD5ehNzy9ni20F7axNXw0OHj3gEOdXrp9TpVBdzu4FknxwVKqGijYEjLFnTdPL6byFEy7mn26sphcF6BLKckmC7j9LnLJfLXC5/S2rrY7XAadA4GmvuQVP8hQXwe22fzeNUPQ2e/n1jvzG9LgkTB/LUIhZ9YC/TKELjDXvCYtSWI5jcOto+nKt3I7wTmU++07vbi8DoaP9xAM+yjki3T2Barq60KI6r8Nh95A769HMpKpfT4BgW4vgV4/faPrRbbq8crNFRL5EhL4/tQKP3NqYM8DDFlMK7Xe2R806dXTauJAuheKsS0OaqrN2BoBANlzFgGI8ZfAN4DMRxG955ELb6jNWHkjJj098Oa/glJGPZTDL6hzmuDpITfJ+F+gF+PcDTzNpYKqdlu2JJYtNjz3HS6jtmBrAq9TZ6DDzUylz1/AQMDDx0bg8mISj1PnyRYbqniuVKWqWVJpA8zEczw73s1AwE2vd4xk/ItVauxsIkemaPL9qQglWwIGjuLneHKshG2FEFYQ05ZtFdV7xLPjYX58O0rRsjk72LxtZL9g2pIri0kyRZNjPR3VtqY2HkwIIXjhSJhYtoRTFxi6xis3V0gVzLpjVGV9p3/qK4upRu2JZG5dAUKWskjbqlHGNAcEx9aNVX/fovMI9vJbquK+FktvIo/9LWTybnMqOCgavX8ELv/fGwfQZhY5/Tdw9/tN3jRoDCKlGuv9/08lcSsBOlL1r5daO6k06JhoBqLzqApRH/sfkdH3weFD1CV6hWaoSjsgPC2EP0tZ5d1eH5gOPY8In9owQI/lilW73NVsEdO+H2LFEkUL/xaqutyk6oGGUmrPsvVEvA28vGa8AWq9319GKaq7gKPAH1EL2DuoVcIr9/DzqN70tfABT6BE4zw0Cs5ZQK48HqgAvtK/Duo56qUmWqgDIzw0ECBfsoiW9wHDLYLi1Eqmjukouf6TGTx+FyeeOYxu6IT6/MQXVeumtGH22jL9ZjeLN1VQX9QEXYMdBHr8aEJQyJXWOfa0sT10+5yc6uvg2nIar1Nfx+rdb8SyRa4up/A4dE71B/bNLWwnODg7ogMMn9PA5zSYT+S4vFhX2ROq1/BY784rph5HLfskWF8FlFIy9dasCiRtiS/oxuV1MjDZvS7otC2b6cuLZOJ5eg93EujxNQ1+haYCeKfHwOlxVKvrDWOZkujsBotsHbKp9f3enQPlPvMWwXd0NtFQaXX7nYyc7GP60iJm0WxICnhDbvrGOrnz3iJSSvrGO3GVkxNCCAI9PtSisX2E+jtIx3LYlrLgGDnZt46V0Aypgtnw0XIla08DdBl9X1H9bJPqL1UzoOe86uMLjCEOfaLaO23Pvgoz31XHFZN1/YlNKu/r1Pk0RDGlNkpCQ7oCyuItuwgDT6qe9FIG+h5VYxaT6v8SVdVZ+inYNoRPIyZ/oepDK67+IcHUDZAWJ4oL3PH9Ghk9iGB95ev0QIBsyWIlU+RQyMOhkIeRkKeaLJvo9uEyNMa6fZsKsDVjslhS8uZMjC+dUn2oDl2r0l5tCYm82WCpYZoukukeLi2mEGIVr1Pnsy2s9trYGkIeBy+d7N/VMaWUzMRzpAsmwyHPlvoXm+En06vMJnLYEuYSeV460Y+3vZF7oKEJUU20vHwjwnK6UJ3DdSEIeRxV4bidwOfUWc3WatPeNeuzzEaQ7/yvVDPsncehYwRx+NPrxpKpGeTUnymrsKNfBs1VFnRZ66LhUJXv8ClV+W6mtJpfUf9tBXOvNiZ/hQbDn4C5HzYXi7NLqi9ec6r3NadyGEndVX3vawP1yV9UmiSxq6C7EJNfrl3K4UX0P7q1+1wLh1clIvLlgoSvH23y5zY9LZW/32LFEvg2Shhu7d/qFKo6fRZVrQZVGX8ZVdm2UYFuZc3RWO9fv3bDVa8O70IFxGlUEH0WpQavo3rQf7Lmnv6yPJ4TRUsfKb+eBl4vXztfHtcqHxugcS8mUNT4irf6s6hq/s+hkgV+4DhGmU6+GUL9frLJfG1/KCGfKRKdTdA72rVuT1zKmxTSxZoPui0pFS0WplYoZtVeauh4b1VEro2d4VR/oCqgvVsomBa3V7MYmmCsy7ejvVa+ZPHdGxFMW4kHJ/Imz0+sd2k6qGgH6FvESqbAB8tp7LpNe9Dt4PmJe/M4D/tcnO0PcC2SpsNl8Ngae6RCtkRiOVOdYLLJAiefVRn3dCzHrXfmsC3JodN9ROcTxBeU2Nr0pUWOPjHCwGQ3C9dXEJrA6XFQypt0DQXpHOjALFpMPjZMZDpOdC6JbdkbV8s3gK4rKnkFqWhuU9bWyKk+4ospNEPj0Mk+nB4Hob4jzLy/zNLtVeVbqQuGjoYJ9XXQNRhE2nLLNhlbQe9oJ4bTIJvI0znQsaXgHOBwp4e78Vx1I1ZvzbMXkFPfaFL9EIihZ5StDTQIm2nDzyD7ziFf+91atUbo8Pg/hZ/+zxtXUmQJKW3Ix5EX/ndl6wbIuVeVdU8hAUhYehMil1gnJlAo+/YuvaWo84NPqZ/rbNqE0Hl2EJaMED1+J52exiDa0LR1lQwBDX39RdMmVTAJuI0Ns6Jep86nj/VydSnF7dVs9W7r+0mfHeviuzdqm9jXp1cZCrpZLCef+gNurq3UbA2zRYuVTKGpSGQb+4crSyneX0ph25IrSyk+f6JvR5X5SKZQZVQIUHoi7QD9gYctJTejGaKZ+uAczg4EONrrvycngUdHQhQtm2Te5EjYt25ukPOvqd7xCnx9aOMvIaXEvvkXSv3c2wcn/i68/RUqwZJ8+yvw+G8rPZD0HHh6laq7MBAnyiJnzgCc+YfK7zw9r+bZnfiZG56yYnzlpm0lDrqZkvvY51SbU9cJxOBTCPG0op3/+Hdq4xk+xOCTiKGnkWZeUdXF7qzlQmhw/rfUGiU0tS5uAb1+F5oQqn1JwMQmlOd7xyrrg3MNFdg+XX69/nfiQtHKL6Aq1pWn9gjKsux7bIxKAH8N+GHd+e+Xr2WVj/ke663eKs9qHvgO8HdR1fA0tSSBXf73s+WxJtbcP6iK+ZfXvBZE9acrpAomli0Juo0Nhdj6J7pxehzM31ghX9ZZElA9J9DjI9DjU1pNqJbKQraEpmvqk0tJsMfH3LWVqhvR4tRKO0A/YLBsybeuLpM3LQSC+WSe58a3H1inCmbtSZVKi+hBQjtA3wLiuRIv31ipWmgJ1Ob+7EBgW8H5+0spLi8kcOgaz453V3v2jvd1cLxvvSAGsC4YrRe+uP6TmSqt/NaF+XWN3LGFFKNnBxg62tgPa5Usrrxym1w5+AgfCnLuM4oG9tZ/vtqgkK47NexSc+/wCvonusnEc6RWagu7uQntX9N1ugcD9B5eTyUfOhbGMi0ysRxdQ0FC5d+NpigLG467XQgh6B4K0D20vezfY4c6GQp6KFk2wyHPnlpESbNQqwwAoEHnMcTIC8j0HLzzFcBGhh9SQkCajszHke/9fmNFRVrwxj/b2kXnfoQ0s9XgHFAbvkpwDspazd5Afd82kfkYSKkW0IEnle8sgO4i0DNB0KhtYlP5EpcWk+hCcHYwuO67lcyX+MHNFbIli5Ggh/lkDhDoQvCZ470bBmJBt4PHDikxxxsraQxd8ETds9fpdTV0ApYsyWMjnayWKyr9HS6+eyNCrlS2jJPrK2Rt7D/uxrJVhhPASqa4owB9OOjhVjSrRCgFdG3QTtTGg4N3ZuPcimaqLWq6UJoRR8K+Lc/hRdPmBzdXiOWK9PpdPDceRtcELkPn40c20J5w+hXrqSKOVu6jlqsfqMq1XYTkNFz9QxoCOCuHMDyIR//JuiHt6Afww/9eVb01B+Khf4QIjmGnZlRPdz08A5BbhHrOnhB1dHsnHPtleO/f0MCyym2iyt7zENrIxxvV5SkHzQ//N8gb/0n9PPnlakAujN1PbAqHDzH6mW2d43YoseL5ZB5/WWNobxGhMTh3AMeBMyjhtEVqqurj5WOuoZTeK383iVKBv7GF66VQdPpKBbuCCrW9glY+7BVIVDXfAXSjEgeV8Y7T2FcOcB1l/TaEYgY0frc+WEpxcSGBoWkMBV3cjam1fDjk3rDFQO3XgnR0ebn62rQSeevy0D0crL7f0e0jsZRR1sES8rkiZz4xQXo1i6fDBUIw+0GkOqbzHlgzbewN0kWTomWXk+SShWR+s1OaIlgW9hSoCvrgFgtwBwXtAH0LiGQaPSH9LoNnx7oJbuOLnS6YXF5IYEklcvbj26v8zOmBTc9zuAzGHh5g5soSmq4x/oiqlkbuxtb1fK/VGokvpbj0/Sx9o530jtUyhDMfLFeDc4CVmQRDR3swXMY6+7LRM/3ceW+xWh3XdEHnQAer84q6NnKyl76xLrLJPB/8+A622TyS9wbdlApmzavStFi8tcrQsfUbGk3XGD27+e9mrxDNFHlvPoGhCx4ZDjXd4G8kSLTriF0rb6SqFwdPF9I/CBf/gOpmauU95PWvIo7/MvL6nyoP3J0i8p6qftdD6NDzkLIHqqfa178vobr4Cx1mX0HOfh858fOI0c9AcFQF+eHTDZs0W0q+cyNCwbQRQCRT5GiPj3jOZKzLS4/fxTgkT7wAACAASURBVE/vxqp6DzNl9oLSVZfcXMlsamcohOCRkRDnhoOs3YobmqDX72Iprb4XAuWDOhCo3eNTo128Mb1KtmRzuq+Djh3Sp9vYO/T4XaQLJpZUSZSdUpbPD4fo8qp2isOd3l1WcW5jv7BQdoEARWs/2uvnVF9Hg1/6ZriymGQ1V0RKWE4XmFpJVy0iN4IYeg6ZnIb4FISOIIaeR9omTH2jrkJtQym37lz59u8hDS/i2C9VBTylbam+8gol3S4hb/4F4vxvItJzjbOzcMDwM0q5vVJZ9/Sof5fSim5+/h8jPN3Yh16Eu99u/UG6Tqo1qZL8XfwJ8vCLCNf6fmXhH0Kc+41Nfzd7ASkl7y+lmEvkGQy4ONUfaFqd9Tj0qh3f3uPa2qsDYVRVvZIIqVS0gyi6+NrgmiY/b4SpJq9VPMyTrKfJQ+NmUkMF5H9cPuclVEV8unz/w2vOnUYptpso8bkiqgpvAA+RKepcXEhgS+Uxf3u18ryr9qRsydo0+e30ODj7ySOKWbrmT9rZ72f2/VpSycxbGE6dzoFaEWb0oQHmr0dwuhyMrbFia2P/4XXoVScdwc7Xcaeu8ZnjvdxZzZZFyR8sdfmPdIBu2pLb0Qy2lIx3+1rSZMNeJ5UJS9cEo13ebQXnlWvVy5XXV3k2Q/dQkO6hxuDj7uXGrHYg7EXTNWILtZ6vUt6ihMXMB8t4gm46yg9nMbd+QhaaKFc6Gwvxt99bRNoqABRC0NnfwdjDg4ycsBAaGOXg1Rtw8/Cnj3LzzVlSq1mkrRbI6vgCwiNBFm6UBUWkoh8dNJQsm5enItX+41R+Zdf7ZLcNZ4CGVUhaig6ZjbBuoV58A3v5nc0piVVo4A2vH8vMqf7G6kItIHQEJn8B/MNw888ah/ENwcP/LSJ6SdEX3d3w/v9bu4+pr0Pvw4iu403vIl+yKZUpZxJFTbowm8AG7qxm+fSx3oaecAQIWbvj7fhU2rbk+zdXWMkUCbkNPjHZg8vQCfuc1QBdAtcj6QYl361Y7bWxvzg/FMJlaCRyJSZ7/AR3mETRhGD8vm3a27hXxHMl5hM5gh7HhqrLfR0ucqtKaFIImAy3XvdboVTnHiElZSHJzSF0B+L0P2h4TUbeg3y9oKeAiZ+BS/+Ohip2ZgEQyIt/gHjid9VrdnF9z7lebhWyLRq8xd0hmPqz8vFCVduP/gIEJ6AQB1dQibEB2vjnsXvOwru/D0iw6gsUOmLgCWTiFlQcGBBKpK1JgL6fuL2arQr3xfOlMlNi7xxWtgYfjTowSVQAfox1Inx8HbVF36pInIdyannN69fL163sDR0oevlx4E9YH6A/h+qBny1fPwu8W76nJPAa8BmU0FwzROrGNKlZswlgDsv+AmID5XrHNliSqdUsU2/OYlk2g5Nhho714PI60epaLgvZIrlkoaF9MTwcJDy8cUK/jf2DQ9f41GQvV5aSOHSNswM772/3OY1d74+/X3hw5Oz2AD+YinBhLs678wm+c325IaCsR6fXyQtHwkx0+zg3GORUCzr6Rgi6DQYDbvQyS/vcPU4OazPBwR4f4ZFQnYVE45+2Xgiuf6Krwed58GgYh8tA0zWGT/QiREUp3YNt2lUGXPdIgPHzQwghcLiNanBega5rTD4+wrEnDzNysqd6L5X76TkUQndo6IaGZmj0jW2slL4fyJuNdP5Ucf+TCCI4qoR3DB/VQF1aqh+x+8z6E5oG500WPWdIqb5nl2maoY9erntdQmwKbnwN0WzD4B9CGC5E/2Now88huk+uV4YvJLBjN7DTC9hTf4793r9FrlwGlDWHv6zcrgtV0a5cRQiIZoucHwqha4rS3uVxVCcvCWW6+9YwFc2wmlW/o0Te5Mqi2rh4nTqVR1YT7Jufcxs7h64Jzg4EeXY8TH9bH+AjgWS+xLevL3NxIcmP76wytdK67ebRkU7ODAQ4EvbxycmeHbU/nOjrwKVr6JrA49A5ci+JHKHTsBjrTvD1Qu85lDOHAfUzXUXfA5QFWc9DVOd2zYE4qiwt6XsUvL2KSu/wqSSALLOehA7nflOpp2s6wtNdDc4r0DqGEU/8DuL0fwmBw3XX0NWYo59RCVzdpd737XMSuwniuVK1LdGyJbE9F4DbCp5BKavX788slBBbs8B0q/uPMKpSvTY4B9UzXi/WVwLeQPXDN3GDIYhSbz+NCuLX7ndL5XMXUJT8v0FZu1WuPYIK7AVKgK4im6hs3DpcOiMhD5WOxbHOWkKtwkrZKm5dmFeBuISFqSj5co+x4ao9z1LSVmp/ABH0OHhqtJuPjXR+ZBlsB6aCbtmqz8ChK6rpRkIRuwFbSiJ1ggGpgknetFtuynv9Lnr9O/d5FULw9GgXmaKFQxdNHzjTsrkaSWNaNkd7/HhbbB6klHQNdxC5U1usZ96PgJANemDCBhBoukawp7aJ0OqCd6FRFaAD1U8ePhQCCZGZOJlEHmlLhCZwb+HzVwJ7X8hNJp4nOpfE6XFw+MwALq+Ts584Qi5VwO134nAdmMevCp9Tp8OlkypaCGDogPSsiO6TSG8fXPsTpdoubfX/6KUtjtAk+VRMNH+9JSxITSP7H2u0ygFY+ily6R2kpsHkl9EGHkdO/Azc/Av1vrcP3vpfKp+m/J+NTNyE87+F8A/xqaO93I5m0DRBvmTxwXJaeZ0DPT4nAbeDnzs9oGjwAv7q/cXq7S+li1yPpJiN5+nrcHGyr6PlHFIZs/JbqWzixrt9rGSKzCfzhH1OTvav9dqVvDMb504sR8hj8MxY90d24WijjVZIFUxi2SJdXif++zDHL6UKINV32rIl07Fsy0qpJgQndpBgr0eHy+BLpwfIFU28TqOpurBMzSAX3wRvnxJGayGGJv1DSpitWN6LWAV49/8qz802oIEzqOZ6KDtn1EEYNXV3CZUgTxguePSfQNmNQ/7kX6hKOYAQCNfmBQLh8EHnJLh+Bfnev1HJgZ6HoOs4WvdJZNcJxbQKHN41sbfdxKFOD1Mrtd7q0c6DQG91AOdQAm8/Rf2NJarKfC9YZeuVdsrXXCnfR30vu41SbwcVpH8eGAMuATFUAB8FvrZmPFF+/ReAPuALwDzQA7yC6nEXQA9CaDw52sXZYgBDE1xbriXUJHA7mmU2niNn2pzu76hqNTX9FHV7VyWnoH6e/NgwU2/PYhVthk/0rOszL2SLTL05SzFv0j/RxcCRB0fZu42PDg5EhGRLyXeuL1c9SSe6fZwf3lu6lCYEfpdBpmyX5dQ1XHvsYy3K12yFV24p2q2Uip71pVMDTRf/D169QybeKJogy5S9CsyCXbbFFpx4+nBDMJyN56t0e2lDKtqYda1YVfSNdZFN5EmuZAiEfZt6g6/9rOPnhxg7N9gQKBlOnY7ug7BQNocmBJ862stMIoehaQwfgADdnvsxTP2nspiPCmxr2Jnqfstz62mRzdB5HC7/hxaXNdWtXf8qsuchtOHnkH2PILMr8O7/sea6dUJFmQXwD+HUtWovp5QSv9Mgni9xuNNbtcty6BoOXcOyJQ5No2CpnnWXofHufBLLlqxkiuia4HiLvtAjYR+3ohlyJQuHrnGyIkIoxIYenrOJPDdXlQhZJK38c58b797zZGIbbTwoiGaKfG8qUq0Fvni0Z51Dw26j01trxdGF0iHYaxiaaKlBIbMR5IX/s2w75kAWYojxL6w7zs6vwhv/nHWTaTFe1vhAzcXFOCCg56FahbyC5O1aolTT1Vxa9goXQoNKIH7615Ef/KFKAEz8LMK5daq38PYhnvxn5T1Gba4TB7BqXo+wz8VnjvUSyRQI+1z3ZKG3O7CAP0MFupJadXk30Cw4b00jV1hFCbm1Oi6BqrS/iLJFSwMXgStNjpUoMboKesv/Afxs+RwDVZVXqLBXurxOdE1g2aqFNJYrki1a2EAkXeCLJ/txtyicHT7Tx60LC2qcwQBuv5prPB0uzrww0fKT33pnnmxSOTncur2Ks9NDd7ulqY0DhgMRoCfzJsmyzQLAzWhmzwN0gE9O9nBpXolVnBkI7KkS91YQT+TpiSt6T6LTTaZorvPxtS17XXAOlG3UDEr5moe4tMGybVYXUgxO1jYtHWFvVXNM0wVdg837MzRNMHF+6J4+04MYvBi6xljXAZqs73yrrlq9Wwt6C2y0pru71ObPrtiztIC0kbf/GsJnEZ2T4Co2H7JS/QkdWf+WEBv6m+ua4MWjPVxcSColZkPnakRl4i0pN7TTcBk6L53sJ1+ycTu0pt/7aLbIbDxHp8fBSMiDEIKCaVV/NxIlOPXDW9EPZZCezJeIpIt0eR10NvGRv5+wpeSnd2PMJ/P0+pw8MdqN0fafP5C4Gc006KvcWc3SObS3z0/Y5+KpsS5uRzN0eZ33XCG/Z6Sma/O1XYKVK9AkQOfu92g62XYeL4uwAbJENaEZuQD2r9T6zEFVtOderQX0gcNNb0l0DCMe+x/u4UM9mGt50OPYtl7Q3mEZFcRW/uYbO93cOzbaKzyJ6ivfiEJfqbK/jVJi76B5yFChso80eQ+U7/nHWl5lOOThvBlkNp6jr8PNlaVkQ7ohU7RaBuhdg0GCvX5sSzZlZEopWbkbp5ArER4J4fap706pYGIDs71eSobG7EyMZwxtQ/2KBxFSSuaSeYqmzUjIs229jd1GPFfitTtRipbk4cEAowdpn30AcSACdI9Da5hL7pffrNehN4hAbQXZosnbs3FKluTsYIAur5Pp1SwFy+Zwp3fHfatSSoYjWURZBd1TzOB9eP1YotnGVMCxJw7hDbqJL6a4+/4SZqE2+eeSjT09Hr+LE8+MEl9M4wm46Ozf5w1NGxvD8EAptflxuwHbBMPb6IULqt9w8GnwDdKQrff0KLp7brlm14NUNm0Lb8DZf4gIHUEe/pRKNIAK9A99CmEXoft0U/XfrSDgdvDMmKoWrWaL3IgqaxWBEnLcCJoQLeeZeK7E965HsKTK6OdN1XIyEvJweTFFruyeIFH0WuXFvr1NYDRT5Ie3VihaNqf6Ojg9cHAEa1azRb57I1Kdk5+f6N5Xv/ebKxnuxpSw11wyzwdLKc7cg2hMG3uHgNtAF2BJpZK+3e/FTjEc9DC8zc313ViWa5E0QbfBuSHlYX43lsPr1DlUTsrtBNK2G9t/HC3mIneTvUfHIcSpX4NcBBmfghtfbxzbKiLqAnQx/kXwDykbzt5zCGd7LT+48LA9Gvq9wqB5AG4Ao8AdavZqAtXHnkTZqVWQBt5BCc39LeAhlEp7mdXBOEpQzonyQN8ZjoT91baUdMHkTiyLlIrZGvRsHKboho7e4pC7l5dYmYljW5Ll2zHOfGICh8tg6HgPl64uUzI0pCaQEi7OJ3cUoL87F+daJI3L0Hl+onvPGUPbwVszcfW7RNk8f+54X1NW7v3Cj26tkC478fz0bozeDnfbrnYDHIgA3WXoPDfezbvzCZy6xmOHDp54WAU/uLlCoqw+/v2pFYYCbmaTeaSUfLCU4gsn+3eUpbJNG63O4sywJaIZA1kIxh4e4Pa7C+WfIdjnr9LGu4eDJCIZorO1/nR/1/pJxxtw4w3sP327jS3g9D+At35vY+r5rkCoinbXCVi5VBObM/zKHs03gLBLSFk3wfsGVX9kdrE2RtUnvYSc+QEidARt9LPIQ59S/Y970K/Y5XXy6aO9LKXydPucG/atbYbldIFKl7plS6ZXs8RyJXQBn5oM8+3rEfJmRXFe7uj7/vp0tDrG+0spRkLbd4bYK8zEcw1V0Nur2X0N0HMlq6oTYEuqCZI2Dh6O9vjJFC0WU3mGAm7GD6itTSyrWlQsKVnNFilaNkupAqal9FZWs0XODe0scShKaWS9UrfefC4SIx9HRi6qijuAZiDGXlKCbb4B8PYhp75RC/aFhtAb5wghBPQ9sqP7bON+I4TyO9+qbsy9oKLzcgS4SdWJhSBwGPVs2muOPw98Z804lWPSKAZAP/BLqOr/3gRWj46E6OtwUTBtDnV6MLSd7xfiS6kaoxRYvBmlmDMJhL0ceWiA5dl41XZxJy2u0WyR65FMdV16Y3qVzx0/OK0fd2LZqvtNrmSRzJf2lRFXMOueOSEomnY7QN8AB0bZoz/g5rPH+/jEZM99EZbZKSp98qC+8HNJtZm1pdrMJ/I7UwrVDA1f0I2mCTRN4Au61ymx27aNlJLu4WBNzFtCYjlDse66Iyd78QTUpiAQ9tFz6GDZn7SxPWi+fsTT/wJx8u8pC56maq+7gfIivnJJBeSivBk000rR/fJ/RM69pnodKygmoeNw2ZINFeDX39/qVeyld5CpWbXB3OXg3Jay6r4Q8jg41ruxqEw98iWLH91a4ZtXl7gbqzEGur3Osg2MUpmN50vcimaYWsnwyq0oz0+E8Tt1XLrGoyOdO2LNmA3iNgKzhYPEfiDodlSz7LoQdO5z4mC824dTFzg0gaEJjvbst1VSG62gCcEjwyFeOtHPw0OhA0uLThbMqmaLLWE1W0JKFY5YtvJj3jG6jiulc6GreXFNAC2lxLYthNAQg0+CVrFGM5HTNf9xITQ4+auK0q454NgvI1oE+208KHgSJaT2cdb7h+82bFSVfBS11a/0iV8Evkqj4rtOTU2+gvq1WqK82ZdQVffdD6rs8hoohOBQp5fJHv+WRVjjS2mu/PAW139yt2Ev3NHtrbJOpW2zdDvG6nySu1eWcGVLHO/twKmrNe7xw9svDFrWGu0n6+Cs46AELetn4PvFTm6FU/0BdKHW8W6vk6D74MZ6BwHt3842cbjTy0w8h0Qpfrt1jZVsEbvsydyxw+SCEIJjTx6uVr7DI4rymlhOM/XWbDULCNAzqjY+9bZwet1E5nAZnH5+fEf30cbBhDDcyOC48sfVHEoV3TcIfeeVJ3lmcfNBtgJpqgc5dr0WoNe/t3pZ+bKbUlHae8+D4YbeR6AQg/7H4fZfQ77id2/DB3+IFLqqzJ/++7u2aX9nNs71SBpDEzw/Ed62ONTr06sspZRQzBvTMUIeBz6ngc+p88xYF9OxHB0unfeXVHuBRNmydXocfPHUwD3d+/mhEG9MrwLKm7nrgFTPAQ53esiWLGbjOfo7XEzuc0Dsdxl88eQA8VyJgNto2Y/YRhtbRa/fVbZ0FCBgrMvLB2U1aU2oJN1OIfyDcP63VB+5fwjReRQpbeTVP4alN6vH2YYHuk/XmFFCB3djkKD1PFS2Umvjw4MulEBbBHChVM9DqB7ub7E7vemybpxF1gvLmigqeyWh7kIpzD+MUl93oHzOv1l3Xgb46/L5n2G3EgzZksX3bkRIF0x6fE5eONKzLY2RYq7Ezbcre+QCU2/OcvLZMYqmzdCpPlw+F8Ws0sGJzqj9tW1JUtEsZ88NcXZw5+1lYb+TsM9JJF0AxH3RztoOnp8I8/ZMjIJlc3YguO+uMyf6OhgMuilZNl1e54FN4B4UtAP0beLxQ50MBT2Yls1wyIMELs4nyJsWJ/sC9/QF0A2N3jqldCklN96cbbCSAIjcqallarpg4pFhdEPDMm0s08LhMtoP/ocQ8sbXIb0A2JBdgoHHYO5HYBapVq2FvntUeNmCDeIJQ/KuutbU18sVIIk49fcR3SexpQXX/7Rs/VPeGEgboheR+SjCc++WJrFckamVDBIo2ZI3ple3HTQn82ZNS16ofvL3FpaxbEmX18nHJ8IIoSje2TKtunuXFpVDnV76OtRC5XPqB+r7KoTgZF9HVd3+IMBpaPR2tKuHbewOPA6dz5/oZz6Rx+/S6etw09fh5tpyCr/LuGeNA+EfBP9g9We5/F5DcA4oi7L613yDiCM/pxLvxSTobmWX1saHDAWU9Vh9AH0IeItGdpzOvQfrAmjFBjFRSusRVPD9LVRI4AZ+sXz9MKrqbtadA/Aq8Mv3eG8Kl+YTZMrM1NVskdurGSZb2CQ2QzFvqgW8vJrnMyXem09wdVkl1h8dCTE+2U16NcfqXBJpSzRd0Nl/7zommhC8MBEmU7Rw6hrOPXaC2i48Dp1nxg+WhVzwPumSfBjQDtC3CSEEI6HGnu5HR/amZ37pdnRdcL4Wmq4R6vMTX1KVdoBgr48jjw4fqE1/G7uAUoaGTPjUXzQJoneDYrXJxiC9WKu0Q7VXXc79ENF9Eq3/Y9j5GEz/zfpzM4sqwAdkMQ3LF5SIUu+5bdHfZaWlrtLuvoOPfbTHz6XFJAIlRnM3lqVUZqpEM0W+fmkegIcGAtgIdAET29g4bAaXsTfWjkXT5mY0g64Jxrt9bcXzNtpoAo9DZyJcUxHu9bvo3QOLNintdWJv66Ehes+B4UFe+Y8Q/UAFHeWkZxsfJpg0rtMl4MesX7t3q5K+0X2sZd5V9hOLqAr5l1Ce58k1x2XW/LyI6lEfArq3dYeWlNW7lJTX9m3AG3DhcBmUynuh0OEgby6n1J5ASu5eWGA1Z+LyOhg/N0AuVcTf5SG4S8ywzeyT7wWRdIGldIGwz0n/PurAtLE/aAfoBxhz16KbHhPsURuM6UuL1WA+GcmQiedJ6oK3ZmLoZX/nbl9r2l4kXeD16VWkhI+NhBj8kNlNPOiQUsLgU5C6q5TW7RY2YnI3VGI3GcPKQb0IUgWrV7F/+i8RD/+GWmXlmg2GMKoqw9IqIt/+PSil1VixG4jjW8/Id3ocDAfd3I3lyou65M27MR4ZCW3ZLvFEXwdhn5PVbBFzTd9p/Ubh3fkkL072EPQ4Dnywa0vJt68vkymaCGAmnuWTk72bntdGG23sDWR6Tul4bARNg+C4mt+jV6sJUHnja9D528jrX4XVKxAcRxz/2w1K7g3XkpILcwnurGYJegyeGQvvSRKwjXuBC0Vnn6G2hh6k3uUS8J+Bcyh7tPW2vkqRvoJpVH+6jdoXfBHo2fLVzgwEWUwVKJo2ArgRSeN36lveg2q6xqnnxogvpYhaNjmnjlxQwbovZ+ItizoXsiUidxMcOt1XtVs7yIikC3x/akW5yQjBU2Nd23aqaOPBRnvmPsDQWgUD5Zd1hwYCTNPCLNaJ10mJBbx6K0qmaJEsmPzg5krL60gpeeXmCpmiRbZk8ert1QYRqzb2F1JK5NU/gmt/onx1Wy7mG5mYbwNCA2dQCR01FaST4O4GTy+EjoKjo3ZcLoK8+12IX19/b4NPIhO3sW9/Exm7riielWTDynvbu0UheGq0m3NDQXQhyJk2t1ezVVrbVuFx6FxcSHJ5MUkyX6LZXlYCL0+t8I3LC0Szrf3VKyhZNvOJHPHczgQj7wW5kkW2aCnRSgnL6WKDVkUbbbRxn2E021RXKvUaoIMzhCzEkPn4GlaUDos/geW3oZiClSvIuy+3vNRcIs/NaIaCZRNJF7kwF295bBv7gTTwR8Asuxecb5Q0dqDqcK1oxRrQiap6968Z6yKqMr62Zc4FPAb8FLgKTJWPscv/n97W3Xe4DH729AB+l4EllYDjq7dXyW/DrUM3NBY0wbuxLJcXk1S2zk5LotX9epORDO//8DZXX5vG3sIeN5kvMZfIUTTvpz2ewnwyX3UvsaRkJnYPwpVtPJBoV9APKKKzCSyzxQRVnlesks3qfAqzaDfQggyHjtPvRNZN/CVLKcA3o71LGlWlJRLLtjG07fXT21JuuXrZxjZQiEHkggpmW8HwKbXfQuzerydtGPs8Aom89idNDhCIo78AnUchs4Ccfx0WXiv3nAPZZUjerh2uOeH0r8P8q7DwBtiWEparPLRCL/urbx95025YxFL51r+jpVSed+cTODSNjx3qpMNlsJQuKPXm8q10exx8/EgPX7s433CuJZUK5MX5BB8/0ro6ULJsvnl1iXzJwpLQ63Py7EQY5w6s2HYCt6Fj6ALLlAiUL3W71aWNNvYH0iqqVqR1qPealpBfgat/pOzV6jH4BLKQqM390txwjs+bVnValezMklCWKcfttXwvcAX1t98oOBwC5rYx5kZjSeDvAH9Kjb5eDxfwc6jgOo6qnBfrzn2LRqacG/hy3XgGqlpe8Vw3UH3r24MmROOzKtTa3kwQVErJ7PvLJCIZgr0+hk/0IoTgTixbtQc1NMHThzsxolnmEpGG821Lkk3kSUUzG9Lc5xI5Xr2lWKwSODcU5Fjv/dNlCfuc6EKoCrom6PUf/Kp/G7uLdoB+AJHPFLl1YX7zAwFpS4q5IkLUpmmn14nb0BgMeFhM5ZHAkW5fy426JpR10dRKBgQMB93bErsrmBbfvREhmTfp8jr4xJGeHXlDt9EcMjWzOXXdzLSmvW//ihC/iQyOrn8rOAGjn0N0HsG++sewWFnABaCrfvL4jbr7FWC4EIFDyMvXygwAQFrYk79AOnITt9OBa+JzO7rT0U4v1yNpRPkujrToES+aNq/cilYX8FdurvCFk/2E6tTTdQFhnwtDE3gc+rrNbaVXfSMspQrV4BxgOVPktTurvDBxf4RadE3w6aO9XF5MomuCM7sghNNGG23sDPLmX0L04gZH1PsCa7X5EUBzKkFN/xBy7oflhKZEDD3bcrSRkIfLi0lK5Vzpqb7tff/vxrK8Mb2KLeHhoSDH72NA8uGHiQqCN8Mcu8aGQ6L6x9euW05gDHgClTD4Oirgrqx5AqUsv1R3joZSdl+uuzcTxQo4W77vSZSt2/YxGfZxfSWjEssug0ALC67lOzGW78SwbUk+W8TlddA72kW310mmaCpHJalsVwl5EFrz7ZO+yR73/aVUQ2ri3fkEQbeD/sD96QUfCnp47FCI2USevg4X492+zU9q40OFdoB+AGAWlQqlUc4WFrJbp8ZqumBgMkx0NkkikkbXNQ6f7kMIwTNjXUSzRTQh6NrENub8cIjxbh+2lNv2Pb6ymKpWLuO5EjdW0pzc5sagjeawl96Gq3+ytd5yexcp1cFxZZdW2SgIAwKHVM94dgnbFYLFN2mk6QkY/Rzc+vPaOIYHzv9j5KU/ALtWNbKEwcuJERJyCPLwXF6nf4PHLl0wWUzlCXkcDT7nQY+Dl070j3n4ygAAIABJREFUE80W6fQ4Woq15NewUTLllpBur5OnxrqYWknT5XFyqj+AEIIXJ3u4MBfHlqoSvZAqEHA5OLeJjYrXqa8TuYlvgRa/m/C7DJ443LWrY5q2ZDVTxOvU90wQp402HmRIaSv1dUcHosI+S2+xEqo5QHfB5C/B5X8PVh6CY9B9Wo31+O+osXwDVR2PZnAZOl840U8sV8LnMvBuw5JQSskbd2PV5OJ78wnGunztHvZdgQT+Elhha4H3ToPzZoH9Co1K7kFUsJ1EeaFPsb7PvBNVXa8P2I8Bh1HWaxWmWoUiX0lClVBBfPM1QkrJQjJPrmQzHGosBD08FGIo6KFo2fR3uFsyOPLpYpWeLi1JPq3W148dCuEyNFIFk2M9fgJuB7gdjJ4dYGUmgcvnIBnJUiqY9I524u/cuJ+7w2Wwkqmt3VJCPF+6bwE6wGiXj9Gu3Q3MM0WTTMGiy+vAaBfSDjTaO619xuzVCItTURAwcKQbzdCwLXvzBKpQAnFDx3rwhTx0DwUxSxa6riHKDThCiIZgZjOEdujFbNdFJJKdKWq30QJLb7W2O9srGD6Y+R6U6vq5pQmJW+rfN75G84dTQvSS2mhWnolDn0TEriNTs7XD3N0sjv06yUW7WtF+dy7BZ483X/hS+RLfurZc7qUWPHG4k0Od3ur7XqeO17nxYut3GQRdBsmynctYV+384aCnQXxFSonfZfDsDuxJurxOzg4FeW8ugUT5LB+uu9aDiJJl862rS+RN1Urz1GgXw6G2WE0bbVQgSxnkO/8bFBKgu5Fjn1euG55uSN7a+GShw9gXEP2PIhw+5NP/AqyCslkrBynC4VMtRVuAoWv07FCNfq1eRVu/YrdQQtmZbRU7raDXnyOAceBHa15P1P37qy3GWUX1mVfuWaA80uuD80rQvlr3WhK4AxxpOuqlhSRXI0ow8eKC4Asn+xvYllt5bsMjQVZmakyE7mHlY25oWoMPeeXZDY+ECI9s35/8/FCIeK5ILKcEV3VNMHAfg/O9wFwix49vryKEcpH57PG++9Z+18b20Q7Q9xFm0WJxaqXCXGP++sq6eTnU56f/SDerc0mW79R6z9xeJ2MPD+Koq2YZ28iW7yZO9gWYTeQpmBZeh85kuE3F2TUExmD1g22c0ERdHVQf+FYo8M4QjLwAt/5qg4M22DisXgXdrY4Zeh7t0CeRC2/UHSDAP4zD2wnUXAo2WiTmk3lsKcuJH8nNaKYhQN8KNCF48Wgv88k8Dk3Q18RTO10weXkqQqZoMRz08PRY1476ME/0djDW6WUmnsPt0BkOPtiL+kIyT960qzoVlxaTBy5Al1KylCpQsiWDATf6FtT2pZS8v5RiMZVnKODhWK//nvv1LVsipWxXJj5qWHgD8jGlw2GX4MZX61hPmtIHGX4Owufgyr9Xx6pObxj5BNrI89WhhNBaCMvtLYQQPDIc4u1ZFfwc7+1o2gPcxk7gQFWkC5sdWEarNdZJTYxtMxynkY6+XVwqX8sDfApYy9zQUZT2C03usTlurWaqSXmBsjPdbkXaF/Jw6vlxMvEcvpCnqSL70p0YM1eWEALGzg3SNbB9RqfT0Pjs8X6W0wXiuRL9HS5VlX+AcWUxWdXTwbSZT+QZPWAFhIJpsZgq4HcaGzpP1SNTNLkwl8C0JQ8NBOjchDG8GaSUlCyJoYt91eJoB+j7CPV3XxORr5lL3X4XHV1eOrq8DJ/oRdMEti3RdHFgxJ+8Tp0vneqnYNq4De3A3NdOYdqS6VgWARzu9G5ps79XEIdfREavKPsdoauNnpmj5aJbUWCvFxIKjCKO/iJy6s+hmIDsUvNzAUophLsTudYibcuQZRs2YPYHyMMvQu95tYFN3QWHDzHxRfrcLsa6vEytZBBCfRcKptVU+yDodqhnqmw3slm7RiVzvvY51DXBSIvA0paSt2fjZIvqcy+m8szGc9tOBFTgduhM7tBnNVeyyBRNQh4nM/EsM/EcvX4Xx3ruPYDcCTwOvfq0CdgWbXYvYEvJxfkEy+kih0IqsH57Ns7t1SygqImfPta76cI6tZLhylIKy5ZEsyXcDv2eNiu3ohnenIkhJZwe6OB0f3DHY7XxgGGt40VDS5IN0kIMPIFwdyEf/6dgFZCaA4FEaAdnG3Yk7OdwpxcpVYDyoCORK7GYytPlde6YVbA7EMBLwJ9TsyPTqQmyNUMQSFFLuGvA86gq9W1Ugnujdfpe+9grtPgsisL+IvActSr6KNAHPIMSl0ugPlNi7UBVhDxO8mZeubBKNm2XaiVs7PY5W1qlFfMlZq4sIW0ldnj7wjyd/R07Xjt7/S56d/DsSCmJ50poZU2bi/MJ8qbFyb7ApnuYvYLHoSMoUa4J4nHs73c8lS/xzlwCW0oeHgridej89QdL5UQ3PDIcZKKFrlA9vj+1QqrMjlzJFPjZ04M7tsS1bMn3pyKsZIo4dY1Pli129wMHZ2X4CEJ36Bw63cf0pcWm7wtN4A3WJga9vGDuZ8DYCppQk9CDDiklL99YJp4zQcDt1SyfnNy6p+duQwgNzv8WRK9AKYOMvt9oSaa5Gnq7m6r86i6Efwjx8D9Crl5DXvx3tFzYDTeEz9B8YdfUe+lZyEebvL8WEmwT4fTDud8s0zad6jMBk2E/t6JZrHL1843pGM83EVPrD7g5PxTkzmqWbp+T0xsIn1VEjiTw6EiIie7NJ/e7sSyvl4WR6mHtA71zOV3gBzdXqpS6kmVjS1hMFtAEHO25/6JNPX4Xp/o6uB5J0+EyeOxQ532/h3pcXUpxPZLGKvcE+lxG9TkCZdOTKpgEW1Q7CqbF27NxFlOFajXHsiXxXBHYWYAupeTNmVj1GbqymGIy7N+W2GYbDzAGnoSlC5C6U35hTXAkdHCouUgIAYZ7Q3Os/cSHReA1livynesRFeQhDkBrThj4L1A2ZF7gW2ved9CotL420K1Us8eAh1CB8swG1+sAAsAbTd4zgDOsr343g6RW+e8H/h5q/1CZXztQyvPp8nFvAl3l1xrx1OEu3pmLky6anOoLtAzQbSn50a0o88k8fpfBJ4+E8To3CeZtyY03Z0kspxtf36cujTemY8zEVTHFZejkTWV/upAs8KVT/fuyNnxspJOiFSWZNzkS9tHXsX/sPikl35uKkCupBNTLNyI8MhzCsmWVrXctkt4wQF9I5rm0kKgG5wC2rdZ4Y5PnpRVm4jlWcyqJUbBsLszFeWED5569RDtA32d0dLfeEEpbcue9BaYvLdE9HODQqb4Hvjp90FG0bGK5ktpoSxUwWbbc3yq6EBA+DYDUXbD6vqJRag44+1/D9T/duCoeu4796m/D0NNw+DOqLzK3XHcBJwgJhhdx5tcRQkP2P678d+vx9D9Hc/iUDc9rv9vYo14bjOrm1N1ZtQeqbErrkS6aikVSZlwl86177Y+E/S0V2kFRnF67s9og6vLWTJzDnV4MbeMN50/uxhqCc00oFdmRkJds0WIhlSfgMu5LBebyQrIhaKzcliUlkXSRo/uUKzrVH+DUAVGEj+VKVSEry5Yk8iV8Tp1Uwaz+vjwbbH5eu7PKcqpQq0sJEAhGQvdG9Vs/Q7Tn6o8KhO5EujpUwRNYl+C0TeSPfwfpCiKO/iJii/3kbewc84k8dnUOldxezRyA1hwPinoOqvpcEY3rAD4OfGOT8/8KFXQ/DzzK+gDdhapuDwOnUQH/WzRS4kdR1XANGEBVv1tBK99fiKoQLBrrVeFj1JL+EpVcWB+gOw1tUwHT29EMF+YTFMre4+mCoi8/Pda94XmxxRSpaKbhNaEJRsr75uVUgVTRZDDg3vNiUr5kcTeere4rsnWOMAJIFcx9CdDdDp1PTvbe9+s2g7KBrDGNTFviMrRqQkUTbNhSkCma/OhWtKGQomuCDqd+T39fIRpX7v2MudoB+j4jHctt+L5tSbAsItNxPH4XvaP7W70CRRtbKNPGdkL9Ochw6BoOXasuDl6Hzn4SFqRtQnoenAGEO4TW+zBSdyGTdxBdx8A3gMyubDaKsmGb/jagNVa/hQ7nfwOtYwR7+rvI9/4t0h2CE78GiZuqV1JoEBxHc5S1BVY/UGru9WMg6mieUqkQ56LI934f8fhvN72rXr+rXK2xyz3mkldurvDoSAif0yCZL/H69CpF0+ahweCGdPMf344SbeJ+sJXsef0xAvjU0V46PQ7yps03ry5Wg8HzQ8ENkwS7AbdDq9beNMXqr3oSH9r3zeXBwHi3j7mEUh0WQon8jXZ6+elMjJJl8/BgcEN6biJfqgbnuoCJsI+Jbv+ORTLVfQgeO9TJT+4qivvZgWBb/fqjhsTt1u9Js7wjjSAv/Qd46n9CGPurTSGlZCaeI2/aHAp5PnT95p0eB5omVIJdiC33s+4dsqgqcxdq6/154ANUZfwEcJ3NaekVv/K/BB6nUXOmA/gVlCL7t4E/RIm1fZpatV6gEgSVuemdNePXB9/dqASCDVxDBemnWtzXKSCClAJLwo9ueQn7Epwuu6Jcj6S5upzC59R5arS7ZQCVKpi8ORNfx16z1tLbtgBfp4ejj49gOHSuR9K8O68YCe8KwUsn+vb0eTc0sSbIqwV9uiZasrs+StCEYDDgZjmt2Bkhj4P+DjePjIS4vpwm4Db42EjreCdTtKoFHgCHJjg3HOJwyHNPfeMjIQ+3ohmWUgVchsa5of1rVWsH6PuMQM/WBNWkLcln7q9dUzPEcyW+fX25Shtbq6j9oEMrW2y9N59ACMHDg8F9y6BJq4h85ysqoJY2nPxVRPgMovsEIJFT31CK6dvpM4teWXsRWH5PKfFPf0tVvNMZuPpHiEf/O1h6BzRd9ZFXTlm92nhNTy+c+a8QuWWkswPe+UrlSMitIKVdpbXXw6FrfP54HzPxHG/NxsiWbLKlPK/cXOHzJ/r50a1oVXX9jelVwn5Xy/7nbBPP8pN9HVuiaz46Eqr2Dp/o6yBXsnjtzipSSixbVgP0myuZPQ/Qzw0FyRYtEvkSo11eRju9LKULdHud+0pHO0gYCLh58WgPsVyJXp+TjvJm5xNbpKFNdPu4upxGSonT0Dk7ENwVWu9ol49D5f7dg9iG1MYeo2OkiaBns4BLqgTnPgfo78wluBnNIKXkymJynaL2g47BoIfzQ0HuxpSGx/56us+jgmQBuIEvo8TUTqEo6H+FooxvdS2XNPanA2RQiurvoPzLJXAVVcn++fI99KAq9xWsVZZ/npoY3DQ1H3SzybH1GAcCLCQXeWvGQ6ZkEEmn8DkNQh4H784lsKQkW7R4Y3qVj7eYq3OlxqALwKkLHhrcPEgK9XfgC3lIr2bRDI1DZ/p4eyGhxEOtmmOM0BQzci/3rbomePJwF2/NxtGE2idnixYFy+Zwp/dD9T27Fzw73s1sPIctVWAshGCi28fEFjzfuzwOnLqGLH8HJnv8WzpvM2hC8PEjPZi2RBftCvpHGi6PA8OpYxbrAgwBhtNQ/ugVuocuCI/sv+jQfHItbSy77wF6pmjy+vQq+ZLN2YHAPd9PwO3YkcXWriN2QwXnlsowylt/jQifwc5F4cr/09z3PHgE0nfBapbMEao/fa0A3NwrELtWpaMDkLqNvP41iE+BJ4zoOgFl/13ReRS58HqVZi/GPovwdIGnC6SN9IQht6KuF5poGpxX4DQ0un1ONCGqdn3p8nchV+ddLoTgTjRDpmQxGHAzFGysJp/sC/DuXAIhFOvh40fCeBw60UwRS0p6fM6WE+14dyWwUlX8P7/8/7P35mGSnXd97+c959Re1fs+3bPvM5rRaMayJMuLLFmyLVsyMhgIgZBwAw8XnouzcRMCuTfATSAhCSYQCA5kI5iYxWDwJlkjWetIGkmzbz3TM93T02tV176e5b1/vKerq3qtXqdb6u/zzCN196n91Hnf7+/3/X2/IzMq+JqAhuDqVb2LlsML18cV6Qx7efpwZ1ma37yIqMT3C5qC3iUb7RzuqKMl5CNv2mypD6zoZkmbro/bxPsH255QKRbTo658jVBMAI5iB5Ee8M8v810L9MdzVeM08ZxJ2yzpFmuJmzFl3Bj06DywvWnZhpQLjUatHd5mSmYuUVFke1Fk+gqze8JsAe7McX/CvV0lHOAbqDnw8nAUcBJFypOo7nklQW9DOb3bqMLBDqZogQZcZMrUbvbotCm0MJjUyZpKZm5LpVbyGVrVKFumZHF2SBmD7WuNEPROfcbNQS8hr062ZCMlHGwPc6C9DtvNT4/4jDnn1jVNsO/Brdimg25oXBlP0z+RL6/lk7xfSmUkuloYTOR4vT+OlJL7uhvWyfm3PqEJseT9uqFrfGp/O4PJPAGPTscKX7uWajK3os/hbj+B9zuklGw70kHfO0PISRmPBNu02fOBbhIjaXSPQduORnx3yUmwEtNlYy13XTYGr9yMMeHKm0/1x2kKehd0B90Q8AQr9NcCvGGcy3+kstHnQuoWhDrUjLnjbggdU/1X91VL0yuRmcVsZvQt9d9iEnnlK4gjP6meScthOPhjyNhlJbNvPoxM3FAz7OFOOPZFGHtbSd7bji/4Muv8RnlRhqmM8gNtES6OpBEC/IbG+eEUDqqTvbc1zNGu+nKncm9rmLawIl1tYR+6JnhzYIIbMeXs7TMEnz3QgWeOuS91MRYkC2ZV00sATSEvDX4P962i1OniSIqEO4Mfy5a4Hs3O2/GRUpIzbQxNbBqRLRJCbPw8202sQ0R6oOmAKnaWi6AO+Bpg62OQ7IPGPYj2E/MWLdcKjQEPY5kijlQULOy/u2tmqmCW5c2ZosVrN2M8tnd9zMsuHwGq1RQ28McoyftcSDFlxCaZIvh+FAmfLWpttpFJiymifwZF0Cfnwz+JcmgvoWbWi6iueTOKvD8FDLu3Wfiz2NEU5NZEDiHUM97WGKTOZ+D3aBRMBynBcSRXxtI4UiVpfHRXM21hdT3WNcET+9oZyxTxezQaA14Kps13zw7RNJZFk5Lm3c3s2Tf7cxFCYLiEP1OyqwrtdX4Dj66xrzW87BiuuSCl5LX+eLnw9fZggq2NwXljZG1HkitZBL3GpvJqkfAaGjtXoGu+XvEeYDEbF6lolutvDeLYDp27mxm9FccumyZI+s+Pup11idAE3ftrk3BO5Eqcvp1AoOS7K3kx6qzzc6K7gf54jtaQjwPtKysbG88UOTuUxGtonOhuWNC5EygTO1CzPnnTrpmgO1LSF8tSshy2N4fueoRUJUT9DuTWR2Hwe8pwzd8GI68tcCMNGg9Awy4YexeQULLUhtHKzXK8UYOqzoHCRPkn6dhIzQtIZHYEBk5CbkR1z3d8Gq3nEeh6qObXqQnB4/vauJMs4NE1Ot1K6KGOOjrr/JRsh5uxLLdKavMhgWvjGVIFs8pdsyHgKc8RSynL5BygaEnOjaQ53t0w73Op8xk0Bjwk8iZSwr62cE3yuuXCcmNFwE25nWfmTkrJqf44Awn1+k70NC5a2nU9qmbyPJrGh3Y00bLZpd/EJpYEKSXy6v9WppreOtVJ738OpOlGY3rgxtfUtTl2Hup3QHBhsiOl5OJo2l1rvRzvblzRDfyHtjdzdihJzrQ52B5Z0bVPSsmF4RTD6QJd9QEOtS8cc5WrmCmVVK/rtSBdtBiI5wh6dbY3BteZoe5DKAl6AtWJfo35I9JAzax/GOhFzYJ7UQS8MMfxkwZuC91vpZGa7d5vFhgA3nDvQ6Bk8S3uv9rQGvbxyf1txHIlWkK+cqf6U/vbGc+UCHg0vnVlyqDWciQvXo/y4Z0t5aKprlUXUO+kCjSNZfG4s2bx3hilrY14F2hY7W4OqWIB6nz60PbmNYnLktPUd9N/rkS2ZPGdq2PYjsSjq+LEYgzOLNvh5ZsxotkSbWEfD+9o3iT57yFsEvS7iL537mC7ZmTDNybYeW8Xt84PIx1JS3c90TspHFv9fbw/XhNBd6Tk5PVxTPdidvJ6lGfu6VzRxWpnc2hVqlYly+HFG9EyOckU1SzyQtjfFuHCcAohIOTVFyV9PdU/UZ6BuTKe4bPrbA5P2/4EsvujyHP/eW5yrnnUjLrQFREffFFtDmuBnK0K78ITVt136cC2x9XhxSTy7X8HpdTst+l/Dnoeqe2xK2BoGttmkTpNfpZFy2EgnmeqfAXD6eKcOalQbZ8DYDnOrMdVQgjBo3taGUsX8ejamhkLHWyPMJjMY9kSv0djT8vc36900eK2e84CvHsnsSiCnjNVzJgjwbRtXrkZ43OHu5b7EjaxifcnEr0w/g6qGJpUc+jtx5WKyI1WK48jCQ2i52Hrowve7WCywKXRNLYjyRYtfIbG0a75C4yLgdfQ+MAqRSZej2a5PJbBlpJE3iLo0RfcM7SEfQQ8OnnTLvuB1Iq8afOdq6NYtkTTBIm8ybEtK/deLR9B4GlUJ/tZZpLoSRppMFUxl8DLsxw7F+Qcx3qYkql7gK3u768CLzF7hV6gCgP3zfK3+VHn98xw3zY0rUy6m4NeYrmpETxbqnGLuVRNAY+ONq1gPblvng+NQS9PHuggni/RFPSuSQzwpG/RpCHd3tb5ozYvj6bLhsS2I+kdz3BkEQ2By2PpsgpmJF3g2niaA+3rI21lE8vHJkF34UjJqf4JbifyRHwGH9vVWjUbsyqPWXHREcDorQl14ZEwfjtBeZhRgD9cG1GwHIllT92vaTvYUmKsq2ry7MhPM/rKFGtbmA62R+iI+CiYNu0R/6IqiEOpQlVkU6pgrQO312rIgechPTDzD9466Lgftn0Skb2DTPXDja/PTc6FMT8hn8RD/x9Cdw1rkrfA34AIqrk1OfjS3OR88jnVgNvxHH1urvnB9siCrpvbGoMIKOeVC9Qc2VzkXAjBwzubebkvprY9muBAjSZBmhB0rLEEOuwzePpQJ3nTJujV530/dE0gKzZV+iK/25btICrklqY9d4V/E5vYaEjmTV68EaVg2extDa++0adjUmU8YBcUOXdMKCaVrEvzuKNGBgRqU8JlilZ5j6DmeWu4dq8TJApmWV6sSPrCBWNDE3xyfxtj6SIBj74o5d9ErlTuvNuOcqdfXwQdFEn+LtVZ55NoQcWmdaI62X3uv7kwvfw8GxqBJ1Hy+jRKMt+G6pgDvMrc8jkBLFz0tWyHc8MpsiWL/W2RmqJIH9ndwpsDKiNcotaz+fZcnREfo911mINq31HXEqp5Pxz06gS9a5t+sq8twvamII5kwaKAR9fQBGpPI8DQF3edKlpOuVDvSChtruXvKWwSdBe3E3nuJAs4ElIFi3fvJBbMXVwuth7u4NbZYQAat9QRG0yWr5fSga59zSRHM3j8BtuPdNZ0n15dVSonows6Ir4Fc6DXCyLuLHKmZCOAbY21X1iXahjVHPSWK5DAuppdl1Iir/zx1Cz4JIRHkfBSSsnfNQ9i+xPIfGwmAdc8ai7SWwfhbohfgfEzcz9ouBvNqxZmZ+yMOrZ+FwTa1CZ3XoIvEIf/3oKvazxT5PX+OLaUjKYLSCm5p3PhqvHWxiANAQ/nhpPoQuPoAjPhW+oDfP5IF+miRdhnzDsHVolotkiuZNMR8c8b11ULMkWLTMmiOehdUJmha6Km8y/kNTjaWc+54SSGpi36OhXxGXTW+RlOFQDJkRre+7WCaTsMpQr4DI32sG+dyVQ3sRFwamCinOrQG83S0xBY3RGOxv3q2pruBzRoOaoSMQBwoJSBjgcg1ac8OVruqeluuxsCXBxJlY2t9m4gs6ntjUFuxqpnkWuBoWl01S+eUDUEPGW6qgloXXcjOyngr1Az3pWYLJSOA88BXwC2oebCK+FGmXIARcz3ojLT5yNk96E69yZwCSWZ9zMlWZ/vto3AnvleEACnBuLcSSo113C6yJMH2gktMJbo0TUe2t7EjViWwUSe9oif3fOoK4QQHLt3C8W9bdiWTSBS27pgOQ7DqQJeXaNtmWuJlJJotoSuiZr2mrX6whxojzCWLhLLlWgNednburjv+L62CP1xlbeuC8HueZR3a41k3mQiX6I15FtX++qNhM13zYWaAZ30JlcbxdVGfWsIj1+nlLPIxHIzrpeN7RG27K2t2l6JD+9sZjhVQMCadwKXA00IHt/bxu1kHo+usWUNnvvDO5q5MJyiYDnsbw/ftezinGlzayKLz9DZ0RRUHdT0AIyfnXlwZYfcMWHkTZzYJUhXGr0JaL4HWg6jdd4/ddP2+5CFuLuZnAZhII7/IyVjv/y/lHQTCbFLSCSi+yOw5SOqKFD5OLpXVZS2PkrUqWd0JEVraPZYsGzJojeaKTu22xLGM7XHB9b5PTy8o/aZOI+uLap4c208w7uDCSSqov3EvjYaAksr/gwl87xycwIhpiLllkv4J7G/PcL+Jfo/CCF4eEcTqYKFoYsFN1RrBduRfOfqWFlJs6clxL3rrgu2ifWOSkWIgCpF2WpAaDqy60Nw+RZgQvpW9QG6D23v5xd9vxGfwacPdBDNFqkPeDZUdnJr2McT+9qIusRjuuR5pRHyGnx8dwvXxjOEvQaHOu6ezHc4VWAiV6Ij4q/oDL9FtYHbJFmcfm5+F2XYlqz4XRDoAY6giPMknga+zuyd9N3ALlRU2veYcnbvR2Wl+1EEvNIJXjBJCWzn49ycyFGyJTubgrNmho+kCoymC+XmhoZSedSyngghFu2w7wt6mDLNmx+2I3n26hipgoUEWkIeHt3TtqR8bCklL/XFGMsUkah1aaXUGV5d4xNzGN7VgojP4KlDnWTcJsR6Gc8cTRf43o0Yk2/343vb1mT+/72G9bEzWwfY2hDgyliarNu9XcwcSC0o2Q6j6WJ5Rtoq2dw6N0IprzqSpbyJ7tHKJnGaodUs45kOTYgZMVQbBYausaNp7aqAHl3j2ALGYasN03b49pVRSpaDJlSH+YFtTczIa/I2uPLyaQtyMaHi2KogIXYO4peRwVZlOCcd1W3f/0PIt/7tzPvxKGMd5+zvQm4yRxVwSipurfsjaIE64RgGAAAgAElEQVRmnAM/Cr1/oYj5gR9BSAeMAGO08r3rUWypHP4f3tFU1Q3JFC2+dWVUKQPc3+lCLEopsRKYT5Z3ZTQ1Necu4WRvlO9boofDxdG0knlKAIc7yTw7VtlxNFeyeedOgpLtcLSzfk7poBBiwQUzWTA51T9ByZbct6V+1a8pibxJ3rTLHhQ3YtlNgr6JReO+7gZe6VPXw6agd8Wjw2RmWKVk1O9CeMPIzBBc/Qrl+d+J3qlxIqFD2+LneCcR9Ops9d7dGNOloj7gWdNNeUvId9fNLgfiOU656rCLI2ke3dPqXoMFU91yDehiZoSahYo8m44cah58BNVhF6i1uw0Vm3Zp2vE60IQylnuemW7vCaADZVyXR+WjdwIPogoDLbx2K8dwKoeD5JrrzVM5OnhhJMWl0XR5BEOgCtrNqxhFOhsmciUujabwGzpHuurLKrlkwSRdtMr7jGjW5MpYhoNLKGrnTJuRikLE1bHM6o/NoM6la+MZ6v0ejm2px5iDfHt0bcFxkCtjaa6NZ4j4DB7c1jRrwWUlcSOWrdj7wO1kfpOgLwGbBN2Fx83UyxQtAh59RStRJdvhW5dHKdkqZuLejgjZcyPKob2igNrS3YBt2di2w5a9rWjrpBq2EfB737vOV968zb6OCL/xA0cXrNg7jkQI1oWENlkwsd1seVvCnaRbaY/0QPsJGH7dJcN/GwaeVXPh0p6K8qnMNRe66maXybUF8Ws48avQ/6wi6Id/QsksoxXdec2HOPR31f/nxqg6MTUPtN479WP7cWWCNA1Dg4mqucPBZKGKoA+lCjhSlhc6ryZwgCtjGVrDvlXvskxiPlle2Ocha07JEIu248rHFv84QY8+lb0Kq74oArx4Y7zcNTiZHedzhzuXfC176Ua0nEn/6s0YTx/uXNVIt6BXLzvZC9bXuMliEc+VOD+SwqNp3Lulfk0Mijah0FXn53OHOynaDmGvvqLXeGf8HFz+n8rsTTOQ256Avr+eMoEDxVT2fUGpn8LdCNdgcxMLo2DavN4/QaZosb89wp4aOqzzGYWuNQYS+ao1cDhdcAn6/SiCnQVa3Z//GkW05/LaMZgi1w4qki2OyjWfQEWfPYHqglcW29tQkWmzzbBPkvfJ+39i2t9VY2o4FS+/DtN2SBetckIKQF8sW44S01CGg5YjefdOkvu3Ni6pU71YFEyb53vHsRyJJiBVtPi4m+oS8EytJZOYyNWu1KuEV9eqWiUq1311X188VyoXemK5EraUbtNm8Yhmi5wbTrlxbjZv3o7zkZ21qxCXgnq/B10UVLNGE9Rt0LVcSlWgGkoV6Krzs7c1vKbXmo35rq0SNCFWhSSMZYqUbKfcGbo8mqbbNYObhC/kpWtvC4ZXp2Q5nBlKUhhLc7Ajcterwusdr16P8qWT18mXbIaSeX75ry/xGz9wdM7jv/T8NX7r5HUCHp0v/9gJHty5ul4DCyFScfHSxNQ8vRACse8LyD3PgNAQQkPW70BGz0Pvn03LNNcBCb56CLRB8obaNGoG0tcEvV9VxN0uIi//EeK+LyLLx3gQx/8hwu8uAM0HIX5NEX/dD/v/FlrLoQVfR0vYhx7NljvoLdO6t3V+19RNSjTAdIsSqaLFq7cm+NT+9uW9kTUili2ViwQCNSs1SdAf2t7I31wexbTVot/qZqovBSd6GihaDqmiya7mEB0r3MmbDZVdA4kyXlwqQc+blZs+QdFyVpWgBzw6H97ZzLnhJH5DXzWH6dWGaTs83zuO6UgEyjBrrc7tTSh4DW3FxkmqcPuFKTIuHRh4vpqcI2Dro2gd90PH/ch4L/LCHyADzYgdTyKMjTNydjfwxkCc0bSSEr87mKQ56J1zRKlo2ZzsjZIomLSEvDyyq2XOLuNaoS3sVcazjloDm8vPPYySlttMbbu/H7gMnKeapOso2luP6nDncUu8KDIed48bRzmxP4CKRwPYCXwMtbJ1MdW5F0A38DBTJnFzozHoIZYrIV3zstA0w+R6v4ec67bvoMzKJDAQz9Me8a2JCjJTmlIGOFKR2kkEPDrHuxs4PZgAVIF9R9PSlCgeXePhHc2cHkxgaGLJRHkxSBWtcuSgI5deXAA3vtD9/6XEFy4FB9ojFCyHsUyRnoYAPQ0bU9F7K57jrFvcGM+U8OraqqsgK7FJ0NcAIY9e5dg+vZvS1Blh5/Et5crMKzdjjGWLSAmjmSKfPdixJt23jYB0weQfffUsz10eRQj4pc8cVOTKfXtNW3LLzTVPF0yaQt6qitfARI7/9OINbEeSKVr83J+8y5u/8FjVY5i2ay6yRkZVPkPnsT2tXB5L4zd07umsnp8TWsXX1C6ojk0lOdcMCHZCdljllZcysOVhKGUQrUeQ3ka3q+7CsRUZf+BfQD6G9EaglEZaBYThV530sbfBLkH7iZo3lT0NAayeBu6k8nRE/DMWxI6In/u21NMXyxH06AynC+WiVbGG2JS5kC1ZvNwXI2fa7G+LLChj29oYoDeaRUpFwuv8Rjk/tyXk43OHu+iP59BQxnRLhc/Q+fiexXtILAdbG4IMJpU7bsijL6sLva8tzNWxDEJAY8BTVUhaLXTW+eeM29koyJt2VRxgqlBj5OEm1j+C7aSyaW4Z+wiRY4cvgWam3ZhLA47+NFrDLgBkPoY8/2U1IiQMZDFZk4nm+wFSSmLZIt/rm6BkO/gNjU/sbasqMAqhyEXYq0a/ppPviyNpku53ayJXojeanRHNlsybxPMmrWHvmnhtTHb8xzJFeuoD065lUzPeCuMoM7jKtS+AMnUzURL1AHDQPeZe4BTVc+s2cBTYgeq2GyiZej2qKPB51Nx5PVPxagvjoztbOD+SpGRJDrZHZhR5H9zWxNuDCTIlS32WOfU5SCSlZazlN2IZzg2l8BoaDy+QW17v92BoAkdKBILu+gCJvEmyYNIW9rGnNUxb2MdopkhT0LOsRldXfYCn1nBstC3sQxNuQotgWeZvHXV+V/qvFLwH21bfbFITguN3eXR0JTCRLZWVIpNqhk2C/h5DY9BLfcBD3I0aSVs2B/e2MNGfwF/nY9vR6hnXeL5UJc/JlKz3HEG/PZHjv752izq/wU9+ZCfBGhbP33/5Br/+rSvlWDQp4Vf+5hLPffEjhHw6uqbM/p68p5MT/+o58iWbYz0N/NFPPFDuppQsh0q+bU0zA7xbRlWNQS8Pba+hkz98Ss2cV914L+TjFQ7rEuFvRux6GsfMw5nfouqE2vsDAAjdi/SE4PS/QdpFJdu874sqUq3jfpaCHc2heS9gk8YwjpQ83ztOIm8ipeRo59JNfV6/NVH+bl0YTtER8c1rDHdvVz1NQS9j6SK6gOeujbsmkXBPZx0H2iOLyhVfT3hgWyODST+mLelpCCxLani0q57u+gCm4yzbBff9hLDPIOjRyZUsEIKuDV5w2MQUCtue4rn8GJbU0YUk1eTnmPGXaiyo+2Nlcg6o3wmX2Ehrmonnewe3EzlG0kU66/x010BiTNvhu9fGSVQUrgqWwxsDExxoj/D27QRCKCnxWKbIK7diCOADPY1VWep2hZeJdH+uxAyjqn1tq260J4Rgb2uEva21zDq/SjU5N1Du7OcrfpdHdcg14DaKbE/CiyLvoCLRrgKvoAoBW4DHgTqgttSASngNjePdcyuYvIbGg9tVJzmWK3GydxwAjy5qduyfjmzJ4u3bCWypzoeXb8b4zMGOOY/36Bqf3N/OzYlseazr2aujSnko4FP729fcB2GlEPDofGp/B0OpPGGfQccshru1wqtrfPpAO9FsiZBXX7NRwvcCehqD3IjllEkygq0Na+sHsknQ1wiZYrUcx2kO0lcokTcdxgcTPLS9qbwB3toQ5GY8h5QSjy5oeI99oXIli6d+5xWSeRND0zjdH+ePfuKD894mX7L5N9++ynRDXkdC2O/h+X/4MU7fmmB7S4hf+qsLpFzzvQtDKZ69NMJnjnQBsKs1xFNHuvjamTsIIfjlpw9X3V+lUZXjSP7jC71Ek0UeO9DOzz6y++6TFM2gnF0D4IlA/IaaNRea6uIIDZoPIeO9cO73p+WiCyVhdyGHT6luvHQAgRw4idj/wzU/naXO/2lC8OieVhJ5E5+hLau7Uaio2AuhZtPmgxACQxPcnMjN2NRdG8/M6MKsN9iO5FT/BOPZIlvqAhzvaSgTcSEEPSu4iMyXT/t+Qcl2SOZN6vxGTRJ/TQge39dGfzyHoS19w7qJ9Yd4SSA0DzgSG8GdjM2xht0qvrLv68hAE2Ly+lq3FTQdHPeavAyzuPWKSlO0m7HcDGPQ2XBzIke6OFNVki3Z7GoO0Rz0ki1Z1PkMvnlllEmvqdO341UE/WB7hMFEHtOW+D0ae6Z1Ga9PM6p6uS9GwKNxb1fDOrmuVV5LJt1KLqJI+2SsWrf73xeA61R3z1tRsvdJvMGUVP4Oak69tvG9yQSjpazlzUEvTx3qIFO0qfcbSx4zKFpOeQRO/bywFDvg0RlJF4lmilN7Q1cZdydZWHRs2Vojli3xxsAEtiM50dNYpbgIevVFudzPB48bv/x+R7pgUrIljUFPTc2LtrCPx/a2MpYp0hr2VYysrA02CfoaoSXkZdTN2xZCEYHJGc+hVIGBRJ5ON3f5RE8DbREfRctha0Pgrs9VLRVfebOf//TiDbY0BPjNHzxGR726QAxM5Ci55lsl2+F0/8SC96W+SzPjcjQB7e6F52P72hhNFdDc46VU/66MpPjI3lbq/B6EEPyb7z/KP3liPwHvTAlwoMKo6tSNKC9fGadkS66NZuhqCPD5+7qX85YsGumCyYWRNIYuONJZh7fzQRg/r2bMA61QnFDkHEAKxL7vh4a9CH8DzoX/Mo2cA0i4/L+Qh35cVZqNAHLSWE5o4KmNTKQKJi9cj5I3bbY3Bfng1sZFL+6aqC1TdCHc01nHG/3x8qzcbPFu03G7wsxnEgLWRMa9XFwcTXEnmceWarPbFPJu2I7/eke2ZPHtK2Pl5IFP7G2rMkuaC15dq8ngahMbCw0BT0UCBWwJmHDzm+r6KUvIy/+Twgd/FZ+hoXlCcOLnYfwM+Bprzj9fbzBth9f7J4jnTHY0Bbmns658rR9JF6tM0UbTxQUJugCcmUs5rS5pbgh4CHl1skVrhtFXNFukOajG1kJeg6cPd1IwbfwefcaGu9KoCpQ/R7oIJ6+P832HO+/CvuoaqgPejXJf/zjwHVSsWivVDu4dwCGULD2JMnyb/qbdBgbd+wMVQVZw/19SayTZ5dE054aTbvJK85KieX2Gvmx/koaAh6agh4mcUtUdriEqT7rn3HQIIda9yaiUkhdvRCm5Ks6X+2I8c6QTQ9uY+/31jqtjac4OJRGuN8Qju1tq2rM2zeODsdpY32fwewgP72jm0mha5W23hXljIF7+myMlr99SecmHOiIc7qjf8F2XqyNp/uXfXKJgOtxJ5Pni/36XP/nJBwHY1hTCp2vksPHogvtrkHb7PTqfPdLF184MVf3+I+6Mb7pg8szvvsbARM6NnfAQz5oULZv/+upNvnp6kG//3EdocjcBrXMYdgU9Oh/a3sTJ3nFujWcpuWXZvGlzdSS95PdjKbAdybPXxinZDgKIZkt8an874tjPqoq3XUK+9ktTN/CEkEOnYPRd2Pv9oM1xUYmeVzFqoQ7oehDiV9W/SM+sjsPjmSI3YlkiPoMD7RE0IXjrdpyc26m+nciztTF416S82xqDNAe95E2bpqC3JlO31pBXOe66Rl5Br05DwMP9PevfmCxXssvdAltKJaVeZ0gVTC6NpvFogsOddatqLleJouVwbihJ0XY41B5ZMH5mIfTFspi2U94aXxlLr4lJ0CbWJ0Jeg0f3tNI7niHsM9hfZyme5MKyLb5+cRhD03hsbyv1/nro/ujde8IrgHfvJBhOqZipq+MZmkPecuRiZ52fm7Gs6vkKURO529Ec4u3BxIzfb3eNxYaSeV65GUOiCqYpV30oJZy8HmVXU5Dj7nVaE2LO8biD7REyBYvBZB6zoiIgpaRgOYTXlKDfRMnPLdQJo6Pk7H8HRaavojreFkrODvAOak593zz3+wrwQ+7/PwY8iyL8J1Dy9ik4UnJ1LEMib7KzOUh7xE/OtDk3nFSqTil57dYEz7hqw7WGJgSP7G5lIqfMuGqRYgshqPcbZYm7BkT8BjuaQhtitMisGLGUSExbshrelstBXyzLcKpAZ50y/1srFelIusC18Qx1PoPDnfUYSzTrncSFkZTaN0lJNFcikTeXvT9YbWwS9DWCoWtV2er3bWnghevj2BWxU1Iq45N9rTNNOTYaRlKFMlFyJNxJ5Mt/y5YsAl6DRN4k7Pfwa88s3Fl4u3+CgjnTfOTXnjkCwJ+/M0hfVEV/FC2HnlCA7c0h3hlIkC05ONLi+Suj/MDxngUf609P3+Y/v9RXnkP3GRqaEHz26MotXMrYZH5JWd60y9V/iTK8mYQQgomSwN77UzQN/gVCeCAzCCkVrSJP/1u474tw7j+7M+uV1XeVhw7KgE7c83/M+RzSRYsXbkTLrrR50+ZET2PZOKN8j7O1RNYQYZ+xqIr5zuYQtlRzilvqA1XSyfWOva1hbifyyplVsCaOuYuB5Tg8d22Mkq2iDKO5Ek/sWxsX85f6osSyJSTqGvTU4c5yNu5SMNmZs13Z5GZc2iaagl4+WFGkcboegqFXkcA7gcfKyrCzQ8lVjzNaC2SKdsUeRZYLswCOM1W86q5f2ODRdiSDiTwVSmYAgp4pCe5b7hwyKDfrIx0Rzo+k1bS2I+mNZrmvu6EmojCcLlSR88nIp+mu5MuBI2UNctkRpiLTLPfnve7PJsrQbbf7+wAqm1yijOIs4DhwmqnQTiruaxKtwI/M+QzODSW5Np7Blqqo/vi+thmkZ7qqbK2hCbFoM7dHdrdyfjiF7Tgc7qgjskFGQoUQ7G4J0TeRQwAdER/+dcbOB+I5Tg8msB3JnWQBXdPWpHmYKpi8dCOGLSUjQo0xLrcw7jN0Svak2lSuTsrHCmOToK8xUgWT4VSBxoCX77uni4Jl89cXR6ouue8FK6b7tzfRHvEzRhHLcfjZR3aX//b/fP1imbCn8iZfPX2bLz62d8Z99I1nePVGjPF0gS+/fBM5TeLl0QWv90X5xMEO/sN3r1WRxsGJPAfa6/DoAtOWFCybP3zlJse3NrJzlrmkgmlzfSxDT1OQ0/3xMjn36ILtLUEGJ5QK4Ms/emLW29cKKSVvDya4Hs1i6IKP7WqZc0EKenX8hkbeVDEZreGp495x70MIP+1Nf5eH2214619P3dguIKw84sH/B1lKI1//f6fy0nUfIlDbbFo8Vyqfj3aFnOzYlgZevBFFSklDwLPh5puUmU943c+ozYamoJcnD3aQzJs0BT1r1p2uFbmSXVV0TOTXzsU8kTerjKOyRQvvMqrku5pDRDMlhlIFWkJeDq1zf4JNrA2klAwmC+RNm57tT+Pf9jgDiSIDw4WyfnstsqDXAgfbI0SzJTQBmibKRnCOlLzeHy9/324n8+RNe0YRS0rJnVSBfMniRixHqmjNkLjn3OL77USuqgAA0DeRKxfJJvHunST3bqmf9T3OlWyKtk3A0Mry4UkEDI100eLNgTj3L2EsqxLZksXJ3nEyJZv2sI+P7mqZR721DRWpNum0vt39fQH4MxRJl8AngF6qSfhl4O+hXNzfAd6u+HuFKeECGK2c0xbK+X5nc4idTSH6JrIAG9J5O+DRuX+DRnIe725gR1MIR0papiUOrQeMZ4pVLubjmeKaEPRkwSzHzNlSqUeXi4d3NPPqzRgl2+FIV92apDosF+v+GY6kCqSLFl31/g3xhs6HVMHkO1fHyrEQ929tYHtTiAe2NZYl78e7GzbszDkoojucLKAL2N8RoTHk4ac/sosjPQ381vO9aELw7QvD5eMtR5IuzpToXh9L89TvvIojJUXTmWX6HCxb0l7n559/7RzJfPV9SGB3e4iC1czLvVE1iz6a5sf+65u88vMf5+SVUf79c9fobgzw80/s54f/yynG08XyxkFDbUY0IbgVzVG0HPrGs/yDr57hr37m4SW/PxN5k76JHBIVCfdGf5wn53Aq1YTgiX3t9MWyGJood3mllFwbz6j3RMJwqkChux2/0KdIOFo5Wk14I8i9X4Abf6nI+cG/U/PzrTTT0TVBt5tn2Rr28X2HOynaDkGPvu4Wlvc6gh6d4BK6uTcnXLlaxL9qcSEhr4FX17CljQa0LcOBdrHoqvNzJ1lAImuWSc4HTYiyW/Emlg7TdhiI59E1wdbG5aULrAecHUrSG83iSMmFkRSfOdBBT0uIm6koI+kiIa/OsS31C9/ROkbezbku2g6NQQ9BQ+O+7kYSeZNr4xlMq3pdnpRJT8eZoSTXo1kcRzJXAJdHV7d99eZMP5pMyeahbU28fSdRztu+Hs0Q9Orsaw1z+nac8WyJnc1B/IbOG/3xqscRUI5py5ZsJNCfyNNZ519WjObZoSQZN1M6mi1xK56bxwukC/g0qjPe4f4Maia9xFQn/F3gAMoQbhKV+94jqC77CNAJfKDm59tdHyCZt7Bd9d5kwf8DWxs53FmHLsSG6Cq+lyCEWJJhYclyuDiSomQ7HGiPrJoz+5b6ADdiykxXF6I82rLaaAn5EELtw4Um2Na4/MdtCHjm3GuvV6xrxnttPMOZoSRIydkhwacPdBBcQWnSWmMoVcApS9olNydybG8Ksb0pxLbGoJqh2cAbl77xDM/83muUTIei7SjZs4B//Gfn8BmCWFZVxaY7sf/FO4P840/sw+/RykTv5JUxTMupkqdNhwRe6R3nu5dHZ/37O/0Jjm9v5KXeqDpewkiywOWhJH/vv58GlMv76VtxJnKlqqq+A5zY2sAzx7r5lW9coug+XiI3sxsYz5b4q7N3iPg9PH20a94Ci3QXx/LjLCAp8xnaDFdxIQReXaPodgcEAo+uw+GfgAt/oF5o8yGo31G+jdb5Qeic3yl/NoS8hnKknsgR8Rtsr9jQGLq2oYtJy8XkZ7dRvrO3EzneGkhgS8lgooC2Sg7juiZ4Yl8bfRM5PBWFpbXAg9ubuOWaUO5oCtbkR7CJ1YUjJc9eGyNbtBBCMJjM8/CO2hQ86xW34jksd8FwHJWP21nn55HdrTVKntc3Lo6kuDCSAqYM3XQhcAbjDKeKc0qhr41nuNcd5Ztcy29NTL1Xc8G0YTxdmLUQr4vq/4LaQ6QKFq/cjDGYVMZo795J4dXFjCKABA60RYjmSoxMGopJOaO7DqpjGM2WaIss7Nhc/ZJk2Ql9bnS4/ypRef3VmJK630SRdwF8rOIYA0X0F4+D7RHCPoNk3qSnMVBliPp+H92xHTXCtFEaDd/ri5b3rIPJPE8fWh3Tw446Px/b1cJYtkhbyEfbHN5NK42AR+eT+9q5ncgT9uk1xTe+F7GuCXpfLFuWVwgBo5nCkuYtUwUVndUS8q3Jhk1KieVIDE1UfeEbA55yjISuCVpCXizb4fxIipsTKpLn/q2Ny8o8vJv4nReuk8yb1c6rUknBCpaYc5EuWg5PfOl73I7nObG1kUzJ4vZEfsac82z48is3MaczfhSx3d9Rxx+83Ff+nRDwwR1N/I83BqqOjeVKzHZpuzqaoac5QGd9gKFkHseR/NNP7q86pmDafOa3XyGaKaIJwUu943zpB49VHfNy7zg/+5V3KZo2v/jkQba3h7mTzCMQfGCJpmQf3d3Cqf4JHEdyvKdReRY0H0R++NfBLiI8K0eK6v2eKv+ETSg1xpmhJELAA1sb2bbO5sBnw1im2nF5bBXlan6PzsG7IAfXxNoWBDaxMLIlm2zRLhv0DCbzC95mNtiOJJot4jf0Ncs2nlyDpu8bmgJehi1lnOYAdX6DiVyRdwaTJAsmzUEvD+1oXpb/wd2CIyXnh1MzyLItJdFsad455f6JHL3jWUDS3RBgNF2sMsKaD2/enmkcB7hFnVxZBg+TiRs6/fFc1bFzPTUHSUfEx3hWjWz5DG1GpvFwqsDLfbFydOgju1uqxsqklLwxEOdWPEfIa/CB7gbG0kVMxyHi8yzxWtqN6opfAZqAh9xX9zhK/m6wUtt0IdyC7MZUg68KTNvh+d5x4nmTsM/gsT2tG6JYUdlQciRkTZv6VbrWtEXWjphXIuyaEr+fsa4JenPQS6pgYrtxWfVLkHFcj2Z4Z1BtpMNencf3ta8qSc8ULZ67NkbRcmgOeXlkd2vZiKM94ucDPQ3cmsjRHPJysD3Cs1fHSBSUvKkIvNQX4/P3dG3Izk/IZ2AIgekaKulCoOuC7c0hRpJ5iqaDpokZxLtoOdyeyKus04qZtlpgzULOQc2O39Ndx1femswXVefQ6zdivHojVnXszuYgW5tDvHB1vOr3Asnf/x9vI6XkaE8Dv/WDx2ir8xPPlsiULLobAvRFsyRyJYpuFvdzl2Z283/mj98h5X7Gv/yNS5z6p49ywh1lqNWZctL8LuCqDJqDXp48MFWNn+zaCM1QWembWDWULIezw0lcvsGpgThbG4PrvvreVRfgRnTt5WqbeH8jYGhornJqqVGGtiN57toYaTd6694t9avuH3F1LM27Q0kEavSsMpP4we1NnLmTJFuyONAeoWg5PHdtvLxpHkkXOXMnuSFnYycl4ZVLq2By/tzPzYmZEZWTx+StKRLdH19cIWZSLj4dbWEfBaua5EvgzFBqxrGHOyKcH0kx7XCujWVBgHQk93Y3sKs5hCaUCapP1/AaGgPx3NTrkpI7qXwVQR9KFbidyCOl2uddGUvzuXs6KVoOfkOr+fpftFQqi5KTC5Tj+gn3YSWSSQXGxmzUbCRcj2ZJFpQqMlu0uDiS4sQGSHLpiPgZTasCoUcXhDf4+O8mZse6/lSPdTegaYJk3mRPS2hJWXQXR9LqoivVAhDNFmvKSZ6Ogmnzwo0oqYJJZ52fh3c0zypjOzuULC8m8ZxJ/0c7PegAACAASURBVESOXS1THZ0dTaGyCiBv2iQL1bPTjiOVY/YGJOj/4LG9vHs7waWhJF5DI+QzeOZYNz/zyC7evhXnH/7pGdIFy4210jA0ZdhSSdhrIeeTUjdNE2xpCHArlptxTKZo8x9PXp8hY5s+m3bftkZ+928d42e/cgavLsqxagJIVMy1n741wX9//RbfPD/MwEQOXRN8fH87v/7MPeWF2dAE+ztmVvxK03YLRcsux73VgmTe5Lu9Y1iOpM7v4RN7WstyJst2eOFGlGi2RL3f4OO7W/FvgArwQihadlnKvxyUbId4rkTE51mx8Zi763O7dHTW+fnormZG00XaIr4Nq9TZxMaCoWs8uqeVc8MpDE1wbAlGVBO5EumiVVZhXRxJLZmgD8RzZc+XD25tnHUO2XIc3h1K4m4deHswwc7mUHnN9+gaH6gg3xdGUlWSZwnrMv6wFggheGh7E6/fmsCWal0LenWOdNXRGvKBEFyPKlMxAUxeoqeT4lqhCVRh35luA6swlCoQWGA2WncjaltCPqScKspPPkdr8oME+uM5RtIFpSiyVbf84Z3NNIe89LvRm7oQNAWq1+jpCkDLUUR6MR3XC8NJLo6quNajXfXsb5vaL4ymVQffciSH2iPc8x5QrTlSzplTv1ikCiYFy6G5xijVWjB9LGGjrO0P72jmhhsBurM5tCH5wiYWxrom6IYmluwqeTue48xQkqI1VZWVkiWTl7NDSSXfRlXHb07MZwhSG3yGqtwWK1a2bY3BFTXqsB3JjViWku2wqzm0qvKdxpCXv/w/P8SBf/Ft8qZD3izx3167xTfPDzGWKVUR1WzJgTktY6qhAYe31LO7LUzBtPn8fd3s64jgNTTSBYsf+v1TjGeKM243G3GvRMCr01Hn5/5/fXLG36ZfqC0HfufFG+WfbVvyvWvj3EkW+JOffIDfPnmdxqCHn39iP9Pxz588wK/8zWUQ8IXj3XRWdC6Llk3feJauhsCcss2zw8ly4SBdtOiP58tFn+uxLBM55XCZKqgK8PENUAGeD+/cSdA7ngFmdq4Wg7xp860ro2Vzokd2VUsWlwqfoXGoI8KFkbTqf/TUFvmzHtAe8S+pQLmJxSNVMDnrdmDv3dKwqBjA9xoag14+umvxkWO2I3lzIM5IulBFkJa6jtmO5PX+iTKZfr1/gi31gWVvcBsDHjSmVjRNwMGOuvlusmgk8yYDiZwrpw6s6jWnuyHIfT3qvTcdSbJgcXU0w6u5iRmFiMUQc5+u0RhUSruAz2BvcxgEBL0GvZOeQ7Mgv8CDhLwGl8cynBtOz/jb9LV8hiO0lLwzmODJA+1YjmQkXaC7PjCjcLOlPkDElyZVsBBCqTiqnqNpU7Ic6vzGrJ+NaTtcHE2X378zQ0n2tobLxPX1/omy587lsTTbm0NLUpusFxRMm2evjVEwHbyG4PG9bXNm1i8EpYRNIIQg4jP4xN62FSGlu1vC3JzIkSlZ+A2dQ+0r+51dLeia2JAJNBsV16MZBuJ5WsNeDnXUrZnHyMb99s+Dgmnzev9EWaKlCdSXryOyJJk8UF3dlXLO+eijXfWMZ4sUTOV8uq0pSCJvYjuSpqCn6sKtCcFje1o5eyeB5cCetjBbVjiu6pWbsbIU5no0w2cPdq5otc2yHU73xwn7DQ531XN9LF3VtS7ZDncSs5u/1IrWsJerIynO3VGL93OXRvniY3v5mUd20xaBv/yZD/Hr37rC188Nzbit7kr1fIbAsmWVbK9kOXzj/PCM29QKKSUBj86OlhC/97ePz3ncjz6wnU8f7qRkO1XkPJEr8ZnffoV4toQQgj/5+w9weBbn36qLgVTn8ySmqw9sCbFsifMjKXy6xrEt9Ruqo543bXrHM+VNzDuDiSUT9P54DtN2yvd1eSy9IgQd4HBHPftaIwgBhrbx5kw3sbpwpOS7veNlOWs0N8bThzo3TCFnveDqeJrbiVxZHm9ogjq/wUPbl2YyNzmWUv5Z4sZ3Vn8uhqZxrKu+SuLuSEksWyLk1WcQjS31AY73NNAfzxH2GhzuqCO0guQqW7J49ppSUemaIF00uadzZTusedMmkTdpDHjwe3RuxbJVfx9bgaijOp/BWGZyfrbIzWiWTx3owNAEB9oj1PsNTvXHywao0zGb/F49dwtziR18UDJhIQT72yJVXe1KGJrg8X1tZEs2fkNTvi8uBuI5TvVPAILmoIdH9rTO2MRP/+ZP/7l6SymwbeXUPZou0t0QYE9LaENdP65FM+Rc1/yCKbkylua+7qU1Dy6MpMoeFumiRSxXom0F1nKvofHpA+2UbAevXvuYwibePxhK5nnnTrLsgaIJwaEVLr7OhfckQS/ajnIEq3BZfvpwZ9UxluNwbTyDZUt2t4QXlL/e01HHiEt0A4ZW5WZdibDP4OlDnViOxKNrnB1KcnUsgxDQEfHx8I7mqotAnd/Dh3e1LvMVz43J5wwq1itTspZcpJgOx5H87T98g3ODSgr4Ux/Zyafv6aRaYLZ82dBopnpjYDqSP3qjn595ZDd94xk++zuvkp0lqg2gpzHA/TuaefxQB7/xnStcGc2U/zaXad305z8XtreE+Md/dpbHD7bjMzQe3t1Kd6Of/+tP3uXV6zGObW3kl586xC/+1QVuT+TIFi2SeYun7+3iN77/KF8/O8R4ulhWUHzp+V6+/GMnZjzOsS31xHMlMiWbtrCXbU1T597ulhB9sSx508aja+xpCfHd3nEsR7nFp4sWj+9rq+HVKJRsh97xDFLCntbQimVs/9Gpfv7dc1dpCHr5T3/rPg50Vl/gLNvh5evRGTP5y1kwA66sznE9EUIrXKjwbEADqE2sDSx7yiVabVAdJRfe3P8tCtmSXSZjEtjVEuLYlmpVXTynIq7q/B52Ns3vBWFogoMdES67MuMDbZE5C2z72iLl4qDtSL5xaZSS7SAlfHhnM53Tium7W8JLLiYuhMqur+1IbifyK0rQE3mT566NlUnj4/vaCHh1yM57s0VjPFe9ltsS7iTz7GuLcH4oyaWxNHMsy2xvCuDVNLY3BXn2WrVfzHLIuaGpgtorfVFawz48usa2xiCJfIlXb01g2g5HuurxaoLzI2mklGRLNoYm+NAOdR6cGUq656lkIm8qJ/hpBNLQNY53N/D2YAKBGq+oJPEnuht4vV/FzG1rDDCaKXJxNK2IQa6E39AWFQsXzRYZTORpDHrZ2rAyigvTdnjlZoxYrkRXnZ8HtjXNKETkSjaxXMkdH3C34QI0sfT1MuDRybsfspQS/wqqTIUQK7bP2cR7D4m8qRKpcBtgueUXKmvFe5Kg1/kMmgMeJlxH8f1tMxfNl/pijGeKSAk3YlmeOjR/Z7k+4OFzhzrJmTZhnzGvxEEIgUcXSCm5PJou51UPpQrkTXvJMp+loCnoLTs+rjRJ6YtmOHs7Sd5UYwS//3IfP/foHo5va+B0/+yOrB5dzOq6vhgIYJcr7/nOpVEK5uzmMgCHuupJFy1++n+9XfPjTvZTFjr6yoja5L3dH0cXAiEug5RY7g3fvDnBj/zBG4ymClWbjm9fHOEzRzqp83vK55GhCRqDsxdOQl6Dzx7qLLvLVsJn6Dx5sIOCa1STyE/FwEkoG6DUipO94yQLapTjVjzHkwfal72w357I8avfuETBcojnTJ753Vf59D2d/MKnDtAc9iGl5Mf/21u8486F/viHtrOtTUn/Htq29AzqrQ0BopkiA4k8TUHvphP9+xzZksW7g0ksKTnSWbckT5Na4dEFTUGvimUU0Bz01GwIuYkp7G4JcWsiVyaO08fKMkWrXJDUhSBTtDi6wPf8SGe9ItKSBQvzk3uCgYSK7pss6l4YSc0g6KuJxoCn3PnXhViR7mEleqOZqoL1jViWI531izZ6WyyEmDIN7I1l5yTnoEwu372j8udXEpaj/GYSeYvbyQICeHswXiXdf/t2AiGqu9ymI3ntVozPH9niFmvVPkRK8MzxXd/dEi6fw9PX1a2NQTrr/NiOxO/RlQfAJDFwJPG8Sa2eg/FciZO90bIhaNGy2du6fEfsiyMpxjJFHAkDiTwTuVH2tobL3f1UweQ7V8cAVfSI+AySBYsGv2dZqR4f2t7Mq7di5E2Hwx2rl/u9iY2BgXiO3miGhoCHo10Nq7q2dtUHuDCadiOSBTtWKflmNrwnCboQgkf2tBLNlDDcjdJ0jLsXGVCd1GzJWvBLb+gadYvoms3Mq177rttHd7ZwcSRFyXY40B5Z0azEhqC3Kse7JexDCMFXf/JBfu1bV/izd+8Qz5bKRFcT8ODOZt68NQGSGc6smlBqh4UyU/2Gxpd+8F4AdjQH8eoaeUctjoYm8OoCiTun0x7hSyd75134/YY247n4DEHBqr2QMGlEWImS7ZDImbM+dsF0+OzRLl68Ns53Lo6wryPC//3JmfPrlZiLKGtCEHQLL/V+Dz5DQ5oOCEVSa34N7iZgEtmSRcl2llVdzpdsfvuF61V59nnT4a/ODHEzmuUvfvpDDCXzvHlrouxR8Hsv3qD3Vz6FNi2mcLEQQnC8p3HDz+RvYmXw4vUoKVdpE80U+dw9nas2niCE4NHdreUYqNWKs3uvozHg5TMHO6qk15Wo6ixLyVCysCBBB8rXy1rhN/Ty5V2w9rnRdX4PH9vdwvVohnq/Z8Xjh0JevTwOpgtByGsQ9hl89mAHbwxMMJ4pVS1vGtAY9JAsWDhSzljjai3Ed9X56XLHviI+g6I19Xl63fsQQHudj7NDU82A2eDRZnbSlQEdlBbRYZ9rrl6U28FTmHyJD21r4qW+KAVL7bMa5yn+zbemeXSNyVNre1NQucajiMFisqDHMkUmhzJtKRlMFJZN0OO5EgOJfPmzllIp9M4MJfEbGj0NAW7GslX7t6agl0/tX36RP+wzeGJf+7LuYxPvDcSyJU71x7HdkSPHocqwc6XREPDwxL42RtNFGgOeFRuTrAXvSYIOirTMl93XHPQSczvLuiZWrav90V0tvN4/geVITvSsbqVnNngNbUmuubWgJezjt37oXn71G5epC3j4D19QpFnTNH7hyYM0hrz85vO9ZQm3EIK3bsX5wvEe9nfWsa89zM//+TkG3Sr9Lz15kHt7GviPJ3t58doYtivTnr7oWlLSHPYxmirwzQvDdDX4kRIe3t3CLz55ENuR9EUz9DQF+Z+n+ucl5xoQ8XuwciV0TdAQ8HDPlnoOdtXx2y9cn/e2teCTh9r51sURTEtJXD1u0eDRA8rk5DfdQsNKQdcEn9zXTn8ih09Xi+ZiblvnM0i7JMZv6Mt2Uf9Hf3qWb18YnmEHaDmSC3eSPPrvX+TGeLZqHq8l7EPflI9vYoWRrhiDcaQqkoV9tZ9nUkpG0kVsR9JZ51/Qy0PXNjPZVwIBjz4nIW4OesrEURfQUbc6m6eOiI99rWFuxLLU+w1OdDfMqmhaTbSFfSveOZ/EvtYIybzFaKZAZ52f3a4Jadhn8MjuVr5+YbjKqE0IZVp3pKser6EhJbx1O44mBLomeHxPK6OZIpdG02RKdpWBXiUmP9fBRB6BisL16BpHOuvoqg+QK9mYtjJe+/NZPGYq4dE1HCmx3ZGmer+HlpBSEMZyi1OSzYaQVydbtKq8je5zPWPqAx4+e6hznlsvHp11fh7d00osV6I17KUxULvipyXkQ7g6QF0IOpap9sibNs9dG5sx+w+qsH9lLM2pgQkqrQN0Vx2xOde9iZVEsmAiXImrLWEiv3jJecG0GcsUifiMeYtpk6j3e1ZsNHgxENNjBubDiRMn5OnTp1fx6awdTNvh8qgyNNvfFpnXYXc0XeDMnWQ5WmUpzppSSk7fTnAjlsXv0XhkV+ucrt3rFV8/c4f/8upNdreG+ZdPHSLinrBFy+biUIrOej+d9QFyJYsf/vIpzg0mMSqq4JNnWlPIyzu/+AlAXdwvDaeoD3jY2jR7lymWKfJjf/gmN13TmqeOdvFrzxzh8d/8HjfGM9gO1PkN3vhnj6m5uQqMJAt87N+9QGGOIbU6v8G3fu7DfO3dO4S8Bj98/1b+1Tcv89XTt2d01RcLAfz8E/v4y7N36B3J4AB+j8Z/+MK9RNNFPrqvjZ7GALFsifqAp0pdEc0UOd0fZ3drmN2zjGgshFi2xK2JLHV+D7sXYS5TtGwuuXKeA+11c26MX7sR5Z997Ty6EPzaM0fobgygCagLeKqKXcd/9Tlis5gL6UKdD5UFkIBHY2tTkN/8wWMzZtQdR/Lu7QReQ+NwV93mor+JReOVmzGGUgVAEYFP7m9flBvrG/0TDCRUMbEh4OGxPa13+zxc0oO/l9ZxULO2fbEcdX6jyhV7OhwpOTuUZDilSOjRrvolufFmihYvXB8nU7LpaQjw0PaZc7jrGZbt8PZggkTBZE9LuKqIlDNtciWLxoCKshpNF3jJjf6aPvYlgCOddWW3+qJlky4qj5vZlIKOlOX704RSuT26uxUh4LvXxsvEemdTaNaO2JWxNO/emd3lHeBQe5i2iJ8xN0aywe/hW1dGKVlOjXkx8+PR3S2cvB4tj8C1h71sa1LRe1sbA0ipvI2mK85iuRJ506bdnW9fDBwpuR7NkC5Y7GheXNTwSKpAfzxHc8jLrubZ9wBSSt4eTHA7kacl5OVETwOOVM0Uv6GVz+uxdJGT18dr9hPyatBRF+CBbU0zCplFyyGeL1Hv96y5EmUTGx+5ksU33XQehODYlnr2LML7I2/afOvyKLZUGpMP9jSwremuF9JnXUDetwS9VpQsh7+8OFyeBYr4DD5zsGPR9zOWKfK9G9Gy/Kc56OHxdS7ZmXzNuia4OJTk87/3morM0AVPHOrgxx/azhf/9xlux/Nlh92/89B2AP7w1Ztq7h14/FA7J6+MU7IdNKHmwv/6Zx9e1HMpmDYnr4wR9Op8dK/aGO/6598sP8eAR+fbP/dhts3SsUoXTP7krQEMTaMx6OGf/Pk51QWr9/OnP/UQXRVdZst22PtL35rROReAV4fi3Aq7WaFNm1vz6lOybUMTdDcGuRnNEvYb/OlPPciu1jDDyTyf/NLL2I7Echx+70eO87FFGL2lCibfvjpGwbT549ducXM8y/FtjXz5R08sy1n4letRfuFr58kXTcazs3ckvPr/z96bR8eRnue9v6+qeu9GY19JkCAJcCeHHM6i2RfNpm00srzoeD2xnatI8XUSx3ZunPg6dhL7Xl/HJ5ZjO3Fs3xvHshVLsWUp1ow0o1k1MxrOcLjvBImFWLvR+15V3/2jGkU00AABEAQaYP3O0TnCAGhWN7rr+973e97nUfjS5w7xzF7rM/L5//4BL54Zm/MzQlARLziN363ywPYmHt7RzB+90U9nvY/f/9whfuObZ3nt4iRSwg/fs5lf++TeZT8PhzsTU1rmWoYp6a73LWncR0rJV45frzit/fiedgKr6CdSBadAXwIXJ1Mcv56053IPdYXpXUZU0Rv9Ea4nrEaPpoh5s9RrCaPs/g5Wo+laLGurBx/f3sT1RJ6Lk2n7hNStCu7b0sC712L2eJLAGpkaSuTs3713cwNb52msz0cqXyKaLdHkdxHyurgazfD+cNzeGzX4XDy7q/reaCpbYDiRp9GrcTmaZSxVQAI7mvwc2dxQUYRa0VwJa/xsBgGXSmYBqfxiUSjL1QXUezXieR0pJV1hHw9ubUQIwYXJFCdGkgisUbrndrUt6b7z4fU4lyYz9nPQFMFdSyxIZmNKyQdDcTsdYb6RwpBH4+m+VtyaQlE3+ZtTI3MaHZpiNVpmpxpZbvuC+7c00D+VJZ4rsrXBz/amAN++OMH0ROCTvS231QvEYWOSKeqMJPPUebQlx8b2RzO8PxSz73VNfveSjJRvE1XX8g0rcV8p8rpR0TbOFKu7hc9GSoluSrTyHO3sG9jN5qzXgkxB57+9e41CyaRkmPzRG/0I4Lc+sx+fW0MtL35FQ/LyuXFePDNmz5lJLNOU//rW1YpOuwkcG4ghpRU31Bhw84c/enjJ1+Z1qXxsf6WE7Kndrbx+MYJE0lnvpWseOXfI6+JnH95uf/34rjYSuRKbq2TJqoog5HWRyFUWoJpy89n4asz8FVd5Nn561tpQBf2RNCVDEssW+b9fPM+P3NPN350YIVfU7ezzP3nr6pIK9Gi2iADevRzh8rhl/vP+tRh/9PoVfuHpnUt+DmBtqn76/ztataieSdEw+VdfP20X6L/3I4d47vfeoH8yg8R6DbrqfTQG3Bwfjs/5XGSLBq9fnOTNSxEKusl4Ms8//vIxTl5P2O+1//bONf71x/esaFygw8ZHEWLZs+BCCHwulWx5Yy+EwOOMYawrUnndLnQMKUkWFid7tmaspe1XMDfasvbW8qlskcFYlqBH48JkmmReJ+BWebK3hXj+hi+KaUrevhojpxsVp6NFQ/Jm/1TFY0pgOJGzx7A3hb1saVj8CNU0Ia/LVt8BtIY8dnyaEIJtTfN/Rhv9Hhr9lsy/q95Ppmill3iquHr7XGpVt9eVWDYUphVgVqU5U0I/mswzksxT0E3OjKbs90teN5nMFJdkLjiazFe8v3TTymzvqvMueyzz0mSa/mjmpqqCVEHnSjTD7rYQbk3h4e1NvHElWtGk7G0OcHFyrmnf9Ofi/eG4HXV6MZIpjyzciCy+MJHmI1uXbwTrcGcScGvLblJZamnrxqAIS0Vbq9TuldUIQY9G2KeRzFuFec8iusUlw+SVS5PEcyV8LpWn+lpoC3lo8ruZzBQs86olzoWn8iXeHYxR1E0OdYVtY5WV5Cf/7D1ODifQjUpJ2D//6kna6yx5llu14oNyC+SazN6uTMyISYtlS/yPD4Z4cHsz9/UsL8t2mt//3GG+cXKEXMnkkwc6Ft2ZLhkmzUF3VcmXEII/+6l7+IW/PsG1iFVUCmEtNoupz8NejV0ddZwcTlDQjYrfuXdrIy0hD984aSkyzBnfFMDliTRf/MtjGKa0i1G3prCtZWnymya/G4ll0Da9uJcMc07TYbHkigYv/MH3blqcT+NSb7yubk3h2//kUf70rX5evTBBX1sdv/B0H7oh+Y3/dZZXzk+QKxp2JBUAEjRVUMBqcEykC2iKQsmwiqOQ17Uim6zlIKUkXTTwqAruFYx6cah9Ht/RzNHBGLqUHO6qX1HDTYfbT09TgCtlR3gJ9CxC1jhWlmSbpmR7U4Ajm+s52BkmemkSU0rqPNqSfD7Acky/MJEm5NG4f0vDikc8JfMlXr40Oaf5mSka/N2ZMVoCbnsmXAJZffGnyTNnkOO5Eucn0vQ0+ueY9y2FgFvj2V1tjCTzhDzaogtYCSiKqFhvZtJZ56WvOcDlSKbCpDRVXNzz3dLg43o8Vy42K793eFOY4yPJqk17KSXfH4ihm2bF70lpzbEvhY46L+lCpqJIFyzvsACs9/OHI4lFSdWnmybTdNb5+OSeNk6MJsmXDLY1BdjaGKAt5OXUaIKpbAnBDa+B6V+1L9VSJKMIYY8zLPX1WElKhkm+ZBC4SSqTw8aiNejhUFfYdoFfai22mjgS90VgmJLRZB5NFbSVncoX4sJEiuMjCfvGpAjY2RLkQEcdOd3ErSpLnkX65tkx2+RIFYLn97Wv6MIupWTbr/z9bJPSCh7f2YIAvnthcv4fwroJe9S5zuj297FOxP/wRw8v6WT4VknkivzLvznNt8+OoQjBlz53iKcXGFc4P5bkT966yjdOjNjPxaMplBaYafvNT+/j3atTZEs6j/a28K++fqbi+555ZPIuRWBKZkjZoDXk5Z6eRn7zhf343RpSSq5MpvFoKptv0iiKZop8MDTFL/31SUq6iUtV+NsvPMjW5qXP2nzr9Ci/8NcnyC5yY/OnP3mEJ8oSRSkl//DPP+A758YBS97+H37oIJ840AlYIwXvXY3yzVNjfOv0GKY0+eLjO/gfR4cZTVpy5H//6f00Bz38q6+fxqUK/p/PHuTQbXTtBOtk5L3BGKPJPC0BN/dvbUIR8OrliD1TXy0L2cFhFXEk7kskXdCJZos0+d0L+s5M8/XTo7ZqAiyfjId7mgn7XBR0A79LXZIPQTRT5JXLk7YBamfYyyPbmpfzVOblSjTDB0PxeU/2VSE4tCnMB8PxBdf7aRaKHFWEZSb6iT3tq6ZoMkzJSDLP0cEYJdMk4L4hxa6GlJLL0QyDsSzRTMl+XWaPn83EpcCBzjAjiRxBj4tErsBEplI9Od/rMlttJ7Dk4nvbQ2wtN4VKhkmqoBPyaAvuBU0puRLJMBjPEskUEQg6wl4eKkvol8q3L4wv2jDPpQo+ve9G0kW2qPPNs+P26+dWBJ/a12Fff75kMBzPcS2WZSpXJODS2NMW5Ohwwh6BfHZnK6fGklxP5GkJeLh/a8NtS9KYJpEr8b1rUYqG5K7OOrY2BpjKFnnlkjUyF/CoPN3XuuoJSw4OM3Ak7stFVQSbltgln8m0vKe9zkvQrfH+UBxVEezvmN+EazYzNwkIy4F4JQt0IQR7O+o4N5qs6tQ5/TNffGwHb/dHMU0QQvLTD/bw2sVJzo+m7KL1nzzZy0Qyz18dHar6WBLLqOGls+NzCvRMUWconsPvUtlcP1eCvlxOjiT47oVJvn12WpYv+dd/e3rBAn1Xex2//dmDpPI6r16YoKCb6Iactzh/tLeZ/+ulC3YW+XfOTsz5mflm2Euzdgq6CVua/Hzr9BjHBmL82U/dy3969TIvnhnDlJKff7KXLzy2Y95rbwq4eXpXOw//cgvXohm6G/24NYUv/MUxXr80wYGuev7Lj9+N16UylszTFvJWbHAKusHXjl0nXzLYVDbAWQweVTA1Yz793FiKVy/ceB2Khsmr5yfsAl1VBL/10gUujKUo6CZCwO9+5yL/5cePoCqW++y28pzoG7/4+OIuYgXoL2/oDAnXk3nOjSdpCXiYyhbtDcoHw/Fl+VE4rC2T6QKnx5L4XCqHuuqrymMdNiZBj7aownw+ciWTN/ojvLC/eYKTuQAAIABJREFUk+F0gaF4jraQh97m4KLWqmxJt3diEqthsNI0+d0sdPAisU7+t9RbMV4Abk2woynIqbGk/XMCeGRbEydGEsTz1a/TlNY9PVXQqZ9lejuazBPPleis866YIW7RMHnp/DiZ4g1JfqZ4Q4pdDSEEvc1BNoV9fPPsGMiFi3OAXa0hPhxOWGt9qlh19zzfr897qj4YYzRZYH9HiG9fuGGK93Rfa4XkfyaKEPS2BOltCZItGuimScijEc+VePNqlKJhsr89zM7WIEXdRJdyToRgMl9iOGHN6y4llaVkSHusEeDUaLJSbi8lqYJuz5DnSgbHRhK2ciNV0Dk7nua5Xa1kigZNfjcuVeHe7tWVtL95NWofbr03GKM16OXk6A31Q6ZoMBjP2fn0DusDU0rOjCWZSBfY0uBnxy34MtQqToF+G9jWFODqVLYiU1pg3cDevjZlFSJY0t3FbvD7mgNcjFhxVGGvi9BtmJtoD3s5P5ZCE1aXeuYyowj4F8/uoq8txFc//wB/f2qU3tYgn76rixfPjFcUrV/9YJhIuoixwELoc6kc2VJ5ClrQDV48P07JlChCMJUtclfXwvKTWK7I61es/NG+5iCHq8hVpJScHU8hZq1NN+uY5kvWfNvv/uBBnvvSmwxNZTHlDTfb2R30d/qjrKRS6p3yDOBwLMc//R/HuTiesmXmv/vyxQUL9Gl8btV2RP/v3x/guxfGyZdMPhiY4rdePM93z08Qz5YIejW+/oUHbcO8z//3D3i3P2rNi0k5p9GilvPm8yWz0tlXQKPfxa9+/TRfPTZcbkBVniY80tdif53IlTg7QyoopbUJfunMGP/20/uX+IqtHLmSYT9nU1qz8VqdqHiu80krHWqXXMng1SsR+wQzU9R5snfNDWIcapT7uht4vT9SsYYVDZORRI73hiwPjdFUAYFYlOFcW8hbLpJMpITdrSubZw7WfUlRBHLWGj5NyKPREvTQEvTQFvKQzJfoaQwgBBUFugQ+HEnctIkgqkiVr0TSfDCcwJSS02NJntnZSt1NYopOjSY4O57CpSo8sq2J5sDcSLnheI5cyZjzvBY6vZfl6DWfS+X+7ga+d23qpg3ny5HKGe1bcRmQ3JDVDydy6KZJYcZI14XJNEc231wR5nergPU6v3UtSqb8mCdG4hjS5NSo9bfb2uDn3m7LMC9d0HnpwoRdNFd7HjMbRjNxqwq5ksF3L0fIFvU5CoVpZcA0o8l8xdiexDpYMk1oX6KR10qSnznCIQQFw7C8objxnFc7/tjh1jk/nuLceLqch26NE3fdhtHftWRDFOjT3eJaiV5yqQrP7GxlOJHjnWsxhLDitZr8bkrlG7PE6jCa5Wu/Gs2SLur0NPqrLmR3ddXTFfZRMiVtQc+SZ2ZGEjnSRYOusLeq87CUku+en7A3Ih5Noa81yJmRJPV+F3/8E0foK3eoXz47zp++dRUhBK9dnOTR3hb6IzeMQqYyVqwIWMXNzBvhR3e1oqqCR3pb+MyhropriGasXHpZlnoPxHI3LdC/PxCz5+EvRzNsafDTFJjrCqopgtY6Lw/0NvPGhUmCHo3fnSeDXErJv/76ab783iBel8qvfGw3E6mCXbC5FIHXrfJwbzMvnx23zdw01TKSKug3GjOaIsomQws+jQWRwNnRBOaMHcNi3dh1w+RX/vYUr5yfoMHvtg3qiobk9YuTTKYK6KakoBv88Zv9/J9ld/Q3LkYWND9yKYL/+hNH+OKXjxHPzciXBmLZIv/t3QEAWxY/7er6+Ue38fxdN/7uIa+Ler+LaLpov0e8msKeWTFrq01PY4CLk2nbbbavJUi9z1U2xUnj1VTuX+WTAIdbJ12oPMFM5Fb+BNNh+ax2tvjNaK/z8tkDnbx1dYrxdAEk7GkPEskU7aLHMCWTmQK9LUHrNDeSwetS2d4UmFM4ulWFj+1uYyJdIODW5pw634yibjIYz6IpCt0Nvqr7gGln8+n7adCtUjRMioakLejmkW3NKEJQMkzOjCXJ6yYXIxke7mmskGcLLGO9aquAIrBn7/e21c1pdl+LZe31w5SSsVRhwQI9mS9xbjyNKa10j3euTVXNFXdrivX+mLE2NfndFVFxM8kUdV6+OEmuZNDod+N3K/bzEViFvUsVNPndDJed+QH7EGXmz3o1pSILfjno5XHJaRTBor1MErkSb1+LUjAkxRlFpyHh9GjS3mMMxLLsaa8j5NGYSBeAhRsMjX4XWxr8HJsVYbcp7OXlS5N2I2Cm75BHFTze21Lxd6/3u1GUuYbIs6NvV5u9bXWcGk1ahwc+K8/6cFc9iXyJdEGnq867ZB8Jh7UnOkPNaEpJPFdyCvRaYzyV582rVk7n/vY69rav7cZ+GiEEm+v9NO312LmiioCgWyNdtDaJjX43ihB8UM5HN6TkwkSKfR119DQG5sjfW4JzO8rV0A0TIYS9OTg3nuLUWBIpJSdHBR/f3T7nsYWwIr+Gy/ErHk3hrz//wBzzFyklv//qZXsR/9bpMb71cw/ztyeukynoqIrCx/Z38I2TI+RLlmR5ei31agpP7Wnjh+/prnrddV6XvZAogqqF9pznOmvWSzfnLqBCCB7Z3sw716b49OFN/Non9rK10T/vRvDMaJKvHbtun5z+/quX7UYKQHeTn1f+2WMA/PZL5/nT710jVzIQCP78H9zHH71xhb8/ZUnRp/NjW4MuIunSsvNYZ3qo1fk0/suPHan4vpSSgm7O+Xt95f0hvn7C+lvEs8WKRsFoIs/0dkUR1ibpP3znAtF0gbDfRSxTrLqwezXLQ+GLX/6Q1CzpY0mXHBuMzfkdiXUT/akHeir+u6oIvvq/PcBvv3Seq9EMmiJ4Zm8HPzLPe2S1CHo0PrGng3iuSN2MvNZDXfUcuknTyKF2afBZGc1SWvem5bhQO6w8UkqODsXoj2bxuhQe396yYrLoW0VVrBPdWK6EpgjqvC4imQLnJ9KY0lJ7bQ77KBkmL52foGhY763+aIZ97XV0hb0Va41LVRa1kZRSUjIlrhlJMC9dGLea30IwkszxwNa5Rqthr2ZXZKqwjMaqndAOx3PkdNMuqM6MpTiyqZ73hmLl3xXU+1xMldeNmWuBKeEjW+afg24JeIhmLBWdQNBwk7+lPquTP58JWledl55GP9diWeo8Lh7qaVzQzfzUaNIeD4zniijCbe9JFEVwuKue7c0BdFPyjTOj9phVW9DDrtYQR4dipMty+ly5aA+4FdLF5RfqM9VozQEPe2apKKb3GrObLzOl2rOZ2Us3JQzFs+SKhqUEW+B0QBWQyOucmaGcmCaWK9kHLbMJeVQafJX7s846L0c21XN1KktBN/BqCgc765ckq78d7G4L0VnnpWiYNAWsPbffrfLx3c542npmW1OA0WQBidXU7QxvPD+gdV+gv31tyna8PjOWZEuD/5ZmzFYav0utmAl6amcr/dEMqhD0lLu+15O5GfEvcGokyfmJNJ/Y3T5vd7WgG5wuz9Hsba+zn/OJkQTnxlMIAfd3N7ClMUD/VMa+SSvSmsNpDrjZ2RqqkPZ8+Wfu49e/eZZc0eBfPLerqjOrEIJgeQYKrDW1KeTmpx/q4ZVzE3x0dxtffHwHLxzq4t3+KGdGkrx1OVJe+IQ9T1yNoEfjse3NnJ9IEXRrHFjEKerdm+p5sz8KSJoD7nmbGK1BD8/vm9uRr8bsg2NVEfzTJ/v40quXqfe7+NLnbsTE/cJTO9naHOBaJMOnDnaxsz3E7/3IYT51YIwvfvkDCuWUvon08hzUq2EYknt7GrkymeZ3X76IaUqOD8cZS+Q50FXPX/zMvfznN/r5ytEhRNmvAKy59orHMcszCEh0E7527HrF90UVFxyfSyFXMuc1AAx6ND5zaBN/8d7QnO9J4OvHr/MzD2+r+O9bmwP8px+9eykvwarg0ZQlZ2w61DaaqvDcrlaG4jk8msqmDbior0cm0gUGYrmyP4nJ9wdjtZBNayOEqMhrbg54eLK3hbFUnqaAm/aQt1yQWrJyKa0C5+2BKbY1+heUMI+l8vRHMzT4XOxsDaEIQUE3+M7FSdIFnYBH5aneFgq6JK+XncGlZCie44PhGJ11vgqzyuaAh3u767kcyVDvc82rQnNriq0mmTZubQt56KjzohsmBzvrqfe5uBLNkNcNzo+n7OLS717YHG9fRx2KEESzRXoa/Tc9XGjwuegIeRlJWjPx8zkrCyE4srlhUZJwmLuWd4Z9SKy/TWfIS0850k1TBM/sauNyJI1bVehtDqIqgk/u7eDli+NMln1VJNxScT6b1qAbTVW4EkkzlMjhUhTLF0DAoc4wmxv8vF0uzGenqMxcnhVF2PJyCZwYqfQSmM30706/l6qV/e0hDwG3WqEsmCaSrd4o2NYUmFfNsJbUSrPPYeXoCvt4oreZqWyJtpCH8E1GaNYj697F/WsnR+yIJlUInt1181mnWuP7A1MMlA2ppnEpggd6muicxyX6W+fHSeRKSKxC4vm9HRR0g2+cHas4JW0NuPG5VYbiuYr/LrA6649un+sga0rJyZEEA7Esb56fJFvQ+akHeri3x5L0Hr02xc9/5UOKusmvf2ovVyNZfv/Vy+RKBl6Xwl/89P3cXZ4vzxUNfv2bZzgzkuRH79/CDx/ZfKsv1xyKhklRNwncZNOwWKSU/NLXTvI3H17HpSr81584woM7Fu+0+8q5cb783gCvnp9c9on5zXj/Vz7KU7/7utUomXG64dEUfuDwJv7mw+EFo/AWQzU32oXuFs1BN1/52fv5xa+d5MRwvOLUf5p/+/xefuz+rbd0XQ4Oa42UEsOUax21tmFc3EcSOb53bcq+39T7XDxXToJYLxR1k787O2ofGEzjVgU/cKCr6u/EskW+c9EyDFOFNUpzV1e93Wif+UiHusKcGp0b7aUAj+5orjrnmyroHB20cs59mkrYq7G/I4xbU5BScux6gqtTGeo8Gg/1NPGdshwcrLnyT+xpt9fUaLbIh8OWwe2RzQ0V88crgZSSbMnApaxchGW6oPPypQnyukm918VHe1sW/ZnVDZPzk2kuT6TIzeece4s0+V3saavj7YGpOSfdioDmgLsipna12Frvo68txMsXJubdw3zu0KZVvSYHh9uBYUo7/m8N2Zgu7kc2hXm3LKntbvCt+KKxGhzZ3EDQo3E5kiZXNt0yJfM+F1met5hGNyR53aj6F57IFNns8rKjOUgknWeqPHMpoWIWaiZXIhkuTmb4q+8PcHIwjm5KXr0wyYs//zBbmgLcs7WRt3/5Sfvnf+xPvn9j5tyEE8Nxu0D3uVV+8zMHlv6iLAG3qqyojEoIwW9/9iC/+ok9eF3qkuI3vnN2nP/9rz6cVxq2ErhVwTdPjJAtGnNOCExTksiVlp2TOvuxZnKzR0zmSrg1hTMjyarFuarAozV0KuawMkgpuRTJEM0U2dLgo3ODzYHNJpkv8cqlSQq6SUvQw2Pbm1ctYmqj0l7npdHvJpIpoAhR09m08+HWFJ7ua+X0WJLBshpg2tR1PqZyJVupZEjsmeFqHL+e4L4tDQzGckQzRdtozASuJ3JVC/TXr0RsWXQSnYlMgXi+xJO9rYjy6zz9Whd0g7x+w4AtXTQwpSWDBmvW+6N9t+/+LYSo6o9zKwQ9Gs/v7aBkSFyqWFID//X+CJPp6mNeK8VUtmQlg1RZr03Jbd1HLIRLUxicys5bnDf61t8+2+HmZEsGZ8eSCGBP++JTptYr58ZTnBhJIATcs7mh5tQf6/5TtqUxQEfYh2HKdftmUhXB3vY6+lqCHLseJ1Mw2N0WmrdAF0LQFnQzWc5j9roUfC4VRQh2tQY5O56u+PlYtsRDe5sZmMrw9sCN+WBlnk1lsmBlhQ5EMnahpyqC82MptlR5Az+3r50PBmLkSwaqIvjItrlzcYvBlJLxVAFFWJL0tTYLmi/6ZCHeuDRZdVFVBPYc4VKZfXKtCEFfe4gtTX4Go1mklBQNS1pZMiUfDEzhc6mUjOUbYHWGPUwkC0sytysakgsznOanr11VBL1tQX7p6V1sblg4v32a8VSe94fiCAH3dTcuyo/AYW04P5G2I3iG4jke39G8aL+M1SKaKXJqNIFbUzjUVX9La8WH1xP2iMdUtshgPEtPY20t7OsNRQie2NFMrmTgVpW1ViYsmzqviwe2NrGjuRzlp6kc3hSe9+dbZ9zXVMXyrQHY1RqkP5qZM0pkSnh0ezPfPDtaEdmpzCOmyBQr1wApraKwGm5VIejRbNf2eq9r2Y2nXMkgmilS73Ot+cihEAK3tvTnMTmPB4umzB0XWy5el0pn2Mv5iTRyejxixvfrPBqp+bJZF4GCtc9basN+PJXHOyvGdzrLvD3k5cjmxTXQpJQcG44znMjTEnRzb3ej45heo0gpefnihG3sO5LMVyhoaoHpRKaxVJ6uOh87WxcXb1mNom5ycjRhjyQdHYrRs4A31Vqw7gt0sBYW1mdtXoFLVbivu5GCbnByNMm1qSx720NVJfuPbG/hSsSKGNjeFLDlGQc769EUwcnRFGAVhlsbrUU/5HWhihsmJS3zFD09jQGuRLMc3FzPWxcjGGVDpUPd1W/KP3rfFlpCHs6OJHlyd5sd67UUpJS82R+1TxA2hX18ZOv6c8l+cEczX/1guKJI92iCr37+Aep9bv7fd67xJ29dXdJjzl5a+9qCPLC9mf/5jx7kb44NM5LI8cdvXrUX4bFkgS88uo2vHbvOeOrGiYxHnT+HfSYeTWFsicX5NP/kKycqvn5iVwu//dm7aFxCga2bktf7o3Yz47Urk3xmf2dN3TgdbjCeytseGhJJNFusqQK9qJt89/KkbdiYzOs8u0Ly6dt5unanIYRY0PBrPdEa9PDEjhbGknmODsWp97rY3RaaU/CGvC6e6mtlKJ4l7HXZbtIeTeWTe9r5X+fGyJZHlRQhaCt/rpr8HtKFLBJrje+YZxRuW2OAq1MZe81XBfOOzQkheKqvlSuRDEKw7FzoVEHnpfPjdrH5+Pbaa9gthma/m8iMIl0AdV6NZ3a2MpEucPz6/Pnwi+VQZ5jmgIeP9rUwniowksxVSNpHkgU+0t3AO7OMV12KoLSIBdpaMpd+l0oXDJKzNgsPbG1kc71vSevw1aksV6KWo/9wPEfQneRA5/wNK4e1o2RIS5VZ/jpTNMpjXLWz77ocyXBmPIVhSqLZEl6Xatc3G5GNsRpuMF67HCFWni8fSeZ4fl8HmlJ5oqApgp3zZKjubQ+zqd7H9XiekNdlGyE1+t3c1VVvm7Ddv6V6Adzod/Pcrjbu3VzPe/1TRNIFPnGgk9YFDLOe3tPO04vMdK9G0TAZS+XtovBaLMt9WxrWei5kyTy7tx1++C7evDjBdFjNC4e62F826vmZh3r483cH7Liz5XChrJAIejR+/CNbOT2S4I/frCz6FUUQzVTOru3fVM8HA/GbLteGKQm4NVsaaaX2Lg7rBExQNCQ+l8KTu9uXVJyDNfs30xtjWh2wvt4JdwamlBUnIgJBa41txrMzmmUSSN4k1/lmHOoKE80WKeomjT4X3fUbd4PgsHwSuRJv9EcxpGRE5CnoJndXOXms97mo980tWjRV4VN7OxiK50gXdTaFffZp9N2b6ikaJvFcie3NAdrnKbqPbK5nc72PTMkgXzLwulR6FtjQulWF3W23ls0+GMuiz8hgvziZXpcF+qNlw9ps0QABXk1ld2sIVVHoqPMxkS4Sz6du6d+YyBTY0uin0e+m0e8mkS8Blet2ocq82GIPoQ0J6k3dY+ZiUqncU4Wgo8675CZ5rmTYrvSGhHTRibWsVfK6gau8d5sezak1JVMsV6qIt4zlimxleeuvW1PY31HHyRErgu/I5oaaOwS6Ywr0SKbAYCxHg8+1YMRWLRDPl+wbo1GO+qrzVn5QErkSlyJpfC6VXa1zO/Nhr5tw+9zCqK8lSN8CTurThDwaIY/G1lWSbmqKgiKEfTN3q/OJ9mqfZ/e2W4V6FTrCPn7w8Ca+emwYwzAJeTViS8xiLugm/ZNp2xF/X2eYz93bzZ+Xs8e7wl5+6Mhm/vC1/orfOz6UWNQy7dUUvvS5Q/zy/zzJeLKAS1NQFYGAig7rTJRydI3AkmH6XAovHOpalimg16XSWee183y3NvjXXaPmTuHYcJyRpKXSEMBHtjZUuF3XAiGPZmUYl+Opum8x87bO6+KFfR3optWcqOW1ZKNhSsnlSJp0wWBbU2DJOeKryVSuOGO+XDKRmTtfLqXk6lSGSKZEd71vTqEthKC7yliQW1OqGrzORggxb/F+uwi4NRQhMKREERDyrs9tpktV2N8x/2lvb4s1hqCb0pKny8U3sqcZjmW5Z4Yj/cHOMGOpvG3wuqs1WHUsrrAI0zqBpZZo8Ls5M5a01RZuVaGgmwvuBUT5Z01pjVDe1924JC+eabY0+Dk3kbKNbHe23Frzx+H2UDJMvnNxwi7OA26Vj/a1rPVlzWFLg49rU1koH9ncan79nrY6+lpC9ihmrbE+75xLJJ4r8d1LEcspVRHkdIM9bbWRl16NtpCXiZSV7+fVlDnGKfmSwbcvTqCblvNrPFfiwZ7lzX3XCqoieGx7M+8Px1HKhg0bdeP7717Yzxce285P/Nl7DESzy3qMd/unKiLrfuP5ffzaJ/aQKuiEfS6EEIS8KvEZxf9i5tAOd4d54dBmvnFyhIly4TU9U37jJibnzOD9wOEuPhiIMzhlnZ64VYX7ty3fPOuhniYmM0UUYZkTLRXdMDk+kiCZ19nZGlxU7rDD0hmbIW8Ha25tU3hpMshbpaibKIqYd7ZRLUcoDcayuFXllhd1sAofVw1J/+4Ujg3H6Y9aku0r0Qwf392O312b823TShKBpWiq1hi6GElzYiSJYUquTWV5oreZ5sD6O22eyZYGH/FckaF4jpagh701vNe6FfwulU/t7WAkkeOdgRgLl7zVyc8qtH0ulU/v67RUZFhNgoWMAxfiQKd12n9+RhqAKanwNZh9tu5WBO11HobieXssomhI2kLLe08GPRqf2N1OLFci7NWWNcKykv4hDtVJFXRbvSqx5O3Jgr6svddyMaWkqJt4NGXe/UNbyMtH+1qIZIq0Bj0r0qCtZU+EO6JAn8wUmL4NGaZkJJGv6QL94Z4m+qcy6IZkW5N/TpGTyJfs0+WbOb+uJ1qCnnUXrbNcQj4XA9Hsos1bpmXjAC5VEM8VeeJ3XkM3TRoDHna31/Grn9hD/Ywb6s62EN+/Fqv6eJoCSNBn/fN1Xje/+ffnKtx8p5FYRb5XU9DNygr91z+1n5/7q2P0RzKAdWKUyC4/HkaIW5NKHx2KMxjPYkqIZIo8s7PVyUK9DXTU+chE0pjlE5Jr0Sw+TV2VOUMpJe8NxrgWyyKAB3ua5m3EuFWFHc03Vw451DajyRuFgwBiuSJ+d2023wJua155KJ4j5NGqNobGknn7hNSUksl0cd0X6EII7uqqnzd/fSOhKqLsdr88Nwq3Kjg6GON6IodbU/CoCtuaAxWmk0G3tqBIvdr3BHBuPI1uygW9ZJQZnkRgpe7c293IUHzE/m+maakDlitp9LpUOpZZVM/2D0nldZ65Q/aIq0nIo6EKgc60lwy8cmmSj+1qWxWTx0xR5zsXJyjoJkGPxlN9rfMmM02Pg9wJ1NaAwW2i2e9m+u6iLmCoUiuoiqC3OcjuthAebe6Nrd7nsm+WqhBV41UcapuQR6MjXP3vNttwVgBHtjbS2xrE51L5oSOb+Y+vXKQ/kmFwKsfxoTh/eXSQZ//j66TyJf7gtct86ZVL/MuP7WZTQ/XNq24y7SBTwTv9UbIlY8FF3ZCSn31oG4qwFvh/+dwufG6Vn3u8l4BbJeBRaQq4+eTBzkW+GivPVLZoPwchrGQCh5XnUFe4YgbbxPLNWImYv5uRyOsMxHKY5Yiqo0PVm1EOG4e2kAe1fN+SUNMSd7DGIfa219HdUH2srjPssxvwyi02JR3WhqaAe9G1qyJgZ0sAlyLwaQo9TZaJX043SeR1JjJF3h2I0R9JE8kUOH49zmSmwF2d4Xk36/ONnJmSmxq9NgfcBMsKFLdqqRhdqsKO5gCqEKhCsLM1uGby39n+IYlb9A9xqI5LVXhmVyvumX9nKRlP5Sv8gG4Xp0eT5EompoR0QedK+aDnTkcs5cU/cuSIfP/992/j5dw+JtIFBmJZGnwutjcF1r18OpUvcTmawe9S6W0JOjO665CJZJ7Hf+c1MsUbi5ACICoX1q1Nfv7yZ++no3w6eD2e44nfea0izmyaPR11XJ5IY0rJ5gY/r/yzR5HA+wNT/MrfnuLyxPw3PkXAzvYQ52YkAHzqQCcBr8b/PDZMvmS5+f/ODx7khUObqj5GLFNkOJ6jtzWIdw2laGfHU5weSyLLJmYf391+S9dzJZrh2HAcVQge2Nq46nOdtUwyX+LFCxMY5VOO6VnHe7sbbmv8WCJf4qXzE7bE3u9SeX5fx23792qQZd301/M6bkrJxck06YLO9qYADev8JEVKyWDcyjXfVO9zCvR1yvnxJMdHkjcVufe1BDjcVW/vP0+MJDg7PtdorsGrkSwY1limEBzsqmNnS4iSYXI1muGD64kF/50mv4tYtmTPxPtdCpvCPkaSeTJlHxmvpvCx3e14tOqlfzJvNbWrpQitFoYp+ftzYxX+IfOZGy8G3ZS82R9hIl2gye/m0XJDwsHiw+txLk1m7DVVAH63ylN9rbd1tODoUIwrkQwS6xD1YGd4XhPsDUrVtfyOkLiDNQ+2kRa/kNfFoTtAQraRaa3z8gtP7+S3vnXOlq+bWBEq5gzdWTKv28U5QNir0dcW5PxoktKMGr3Oq3Ju9MYm4Xo8RyxbZCJV4K1LEZ7e007/5JV5u+oPbm/iwKZ6LoylMKXVVb1/exM/ck83T+5q5cpkhid3tVbMvs+mIeCmYY0yy69GM5waS+LVFB7Y2kS9z0WmoNMV9t2TOM9+AAAgAElEQVRScV7UTd4fimFK0JG8dTXKZw92reCVr2/qvC6e7G2hP5LmStlTwZRwdDDG1nlODleCsNdFb0uACxNpVEVw/5aGm/+Sw7pGEYJdG2jjJoRgS4OfLVWM4BzWD70tIa5MZUnOiF1TZjXaFWHF5828H7YG3ZyfmHvS7XWp9mmxISXX43n6moMMx3PkdJPWoLsijm02d3WFebM/au8rCrrkYGeY/Z1hrk1lURXB1oa545MzWavCXDdM3h2YIpotsanex9N9rQwlciviH3JpMsVE2oqQjWaLnB1PcdCJfbM52Bkm5NG4Gs0QzVpm1dmiwbnxFIc33b56Y197HeOpAqmCTr3PveyIx43GHVOgbzTSBR1TSkIezb7hD8SynBpN4nMp3L+lcY65nEPt8Q8e7KGvLcQ//vIxSoZJvmTMcW01TMlfvjfAr3/zHG5NQVMEBd1ECIWP7Wvl9EiSloCb3/vcIX7yz45yLZpBImkOuknmdX7gj94mVzQQZad1sDYLLlVBN0x7Bi1bMomkb0jDi7rJ0FQOgCd2tfHErtV6VZZOqqBzdCiOISWZosFbV6MrlnVtzFIZGdJy7V3vKpyVpMnvJtARpn8qa7/Hqo1QrDSHuuo52BlGgPP3cFh3GKYkmS/hd2v2SaZuSo4OxohkCnQ3+DnQUee8t2scVRE8s7OVU6NJLk6kEbNmu8Eqwg3D5LuXJpjMFAm6NdIFHUWxDCfDXo10waC73kd3g4+JSxHAMjZuD3k4NZrk/ER6znoElXPomiIolExKMy5AIikaJn63tqgUn7Xk1FiS60krcvdKNEOT371i/iGl6Xl6rL9HsUqE3Z2MIgQ7moMUdJOpXMl+rW737cfnUvnEnnYMU9akm/pa4VRw6wxTSl6+OEE0a8mPehp93L+liXRB5/sDUxgSUgX43tUoT+90zDTWAw/taObNX3qco9em+IPXrvD+wI1ZWk0R/B/P7eJX/+4MRd20pF4zGI7leOMXH7e//so/vJ8/ev0Kuin5/KPb+d7lCGAt3jPXda+m8svP7uI/vXaZbFFHNyU/eNiSrf/dietoioIEPnN4fZwU50uGHWkEzHmdbgWfS2VbY4D+KWs84EBH2NkwV8HrUityRe/vXp0kBme8x2E9MpUt8p2LE5jSapg+saOFlqCH06MJhuJZDAkXJtM0+FxVo9YcagtNsVzGtzUFiGWLvDsYq1hzAy4FIWAyYzXBk+UTcrPcEe9tDlb8nR/Z1sRALEuj382O5gDfOj8+b3F+X3c9R4cSCGHNkrvKp80jyTxgzZqvF/fzTHGGo7gpV3Qt720OciWSKScgCXZvIDXOStLbEmQwliOeLxH0aKv2OjnFeSVOgb7OuBLJ2MU5wNWpHAc7DXIlw9oMl2/g6eLK3dQcbj8hr4sndrVR53XxE3/2HooQBD0af/OPHph30lRTBJ2zJF9NQQ+/8vE9ZAo6r5bngqfXdLcqMCV4XAotQQ+fOdzFC4e7ODYQ48pkml/7xhlURdAR9vGLT+/k7i0NtK7QrHW6oHN8JAFScrCrntAKO4M2+t2EPBqpgo6UsKd9ZReUe7ob2N0WQlXEmm90skWDD6/HKZmSAx11NeVouqfNmpUUwimcHRwW4vUrEbsQMaU1j/zRvlZSBd0+fTVNWeFR4lD7hL0uwl4XY6kCg/EcSOhp9HNkcz0nR5NUs32SMGddaa/z0l7nJZErMRDL0eh3ky7PpYM1qwuwpy1ET1OQxoCHTEHnzHiKN69GkRK2N/npCvtoDXlWrFl6NZrh6lSW5qCbfe11K36f39kSYiRZsLPYu+cxul0OvnI0XrqoE3CraMrazp8PxbJcimQI+1wc7AzXTOSXW1V4bnebHeXsHEisDU6BvkJIKTk9lmQonqM16OHwpvrbskFNV3Gx1BRBo99NwK1aBiASpzO4TjmytZHX//njDMWy7G6vw1d2WP3s4U187dgwEnh4RzNnRpJsbwnw7z69b85jFHSDT/7+W4yVu+fP7m1DVRT62oI8f1cnk6kivW1BOyHgsZ2t/JtvnrXzUcdTebxudcWKcyklL1+aIFcemJ/MTPDpfR0retNXFcFTfa1MZgp4NfW2uDuvRtzIYnjtyiTJvBWIEkkXeH5fx5oY3cwn83e64A7rmUxR573BGAXd5EBnmM7bZAg5W147/bnZ2RJiNFWwDUNvde7WYW24r7uBna1BFIQd8dnbHKQ/ap3gKkJQ59HIlHT6WoK0VPFIGk/lef1KtDyeJultDlIwTLY1+vFoKooi7GZ32OvCMCXxXMlO0bgWy3L35pXz5hhL5e1RskimgECwv2NlI4tbgh4+vruNZF6n0e+e18RuuaiKILyGxnfTTGWLvDMQw5CSyUwBwzS5t3v5Bni3wnxrea00DO5UamPHuQEYiOU4N5HGMCXpgoHPpbK3fXE3rqF4jol0no6Ql855cnyn6WkKcCmStjvsB9pD9ub86Z1tVnHlUmla4qlatqgzmSlS73PVxM3rTqYl5KElVLlY//sX9vOFx7bj0dQ535vN2ZEk48k82fLJy6sXJjn+q0/b32+rm/seaw15GIhmrGgWk6qbheVimJL8DDe7gm7Nx7ln58ndItas3sZ3V08VdHve0MSS969mgW6Ykjf6I4ylCoQ8Gk/2tqy5qmC10Q2TeL5EyKNVjcJ0WL+82R8llrNUam/1R/nk3vZFvb9LhsmFCSt7uq81iP8mv9PXHOTCZLrsXCy4r9sqpFpDHp7b1UYiX6LJv3Rp8kS6QEE3aA95HYfqNUQIQYOvch/md1snuJmiTsCt3bSZeTlSdtSeVsFpCocWMOvyaEpFLJZ3he9N8VwJWb4YQ0I0U1jRx58m4NY2vIdSIl+yx/JMCVPZ1Y+CjWaKvHYlQskw2dkavCONp9MFnYJh0uBz1Zzqb2N/AlaRVKFkm3sZUpLIL+7DNhjL8m65i3YlkuXhbU0L5rTX+1x8fE87U9kSjX5XxU1MUwRdNynwq1+7zovnxwFLIf/I9qaaLnSklAzFc6QKOt0N/hWXS9cqmxY5h9hZ76uQwW1puvnv/YcfuosvfvkY12M5fvaRHvZ1rZyzqaYqNAfc9gJU73PhUmvrRrie2BT2cT2ZBykJuFQCq/z+vzaVZbLsIJwu6JwYSdxS9M16I1cyePH8uDU+AjzR27LkhqhD7ZIu3lCpCWFlMS+mSH7tcoSpXBEp4Vosw6f2diy44burK8ymeh9Fw6Q95K0o1kIebVnr2qnRBOcm0ggsOe9zu9pqWtGSLxlcncriUgXbmgI1t0G+HaiKWLRDetjrQhV5K25txmn5fATcGkc2N3ByNIFbVXhwa9NKXLJNR52XU6NJQCIQ9DQ63gjLpS3kRYjyqIKw3v+rzTsDU7aS59Jkhq0N/nUfXbkU+qMZ3h+KIYSg3mel0dTSPejOqGxWCCkl0WwRIQSNPleFJKS7wc/5iXT551i06+RoMm8XU4aUnB1L0n6TeaGV7i4OxbP2ZhPg0mS6pgv002NJzk2kMU3J2fEUH9/dhn+Dd1uXQludl//8Y0f4nW9foDnk4Tdf2H/T3+mq9/G3X3jwtl3T4ztauBazIri23MborTuBj2xtZCieQzck3Q2+VV9QDCntUxQJc1IHNjoDsSxFw7Tnh8+OJXl4W/PaXpTDkijqJlO5ImGva07xvaMpwMVIBgEE3Cr1iyimpJREsjdir/Ilk9FkfsGGuRBiRZVKAJciGfvzmCsZTGWLK/5vrBSGKXnpwgR53UAgGE3mnc/RLPa0hyjoBhPpIpsbfIsad9jWFLhtxV7Y6+KZna2MJvM0+N0bKrp4tfGXG2gjiTwhj0b7bRqlWQhzhtrCSh64s9byk6MJS40srdGQaKa27pdOVbME3r42xUgyj8Qy/bhnxmxP2OviY7vbiGSKNPhci+6Qttd5uRbL2pu9SKbIpUhmVaMwQh4NRRFWxIHAnpeqVQbjuYqiIJIp0u0U6BU82tfCo30ta30ZNqoinGzLFUIpZyevFT2Nfi5NpskUDVRl5WcQax2PpiDKwUaKmGvu5FDbZIqWYmxaOfzEjhaaAjdOjQ52hums81EwDDrqvIs6gRZC0OR3Ey0X6RIrSeX5fZ0rPkO7EEG3RlEv2qkdfnftvjfTBX1Go0syWvZMcbiBIsSKzpCvBHXexe9vHRYm4NboXcPYuyOb6nnrahQJtIe8d5wSzKOptjeSlKzqvXoxOFXNIinoJkOJnO3AeSWS4XBXfcXivZyT7S0NfoZiWYYS1uJkApFMYVUL9E1hH3vadAZjWVoCHva21faGuyXgJlN2upWS22II5uAwm6JuMpLME3CrNdVlXQ7pgk4yX6Ip4F7yDLWr7PCaKxl4NbWmJbS3gy0NfiZSBYYSORp9bg50rNw4iMPtZ2AqS8m4oRi7MJnigcANKbAQgtab+HxU4/EdzXzt5Ij9uEIIMkUdj7Z6m96HtjVxdDBGtmRwoKOupud4/W7VzlcWAup9d1Zx4LB2TGWLJPM6bSHPum6wSimtcTNh7YuXqkzsDPt4YX8nJVPi05Q7Ttn44NZG3rwaJV8y2dceqrnGU+3evWsMTREoQtgSEOvrlXnsXW1WrIQp5Zqcjgkh2Ndex75FmtqtNXdvasDrUknmdXqbAzX3obpT0E2T49cTJPOWC+2mDew2XDRM/v78mL2xP9hpxYmtR8ZSed64EkUpR6E9u7vtpoZWs1GEqOnN/+1EEYL7tjRy31pfiMOy8LpUey1XBEt+78+HS1XY2uhnMJ5DSolLFdR5V/cz4nepPLp9fcjEXarCU72tnBlP4lYV9juNrjVjKlvk5GgSlyI4tKl+xT4Ttci075MVBQrP7WqvaaXJQnzv2pStPNlc71uWF4xLVdjAf+4FqfO6+Pju9rW+jHm5M3dYy0BVBI/0NHG0bChwX3fDinWbmgMePtrXwniqQFPAmeu5GaoinFOrGuD9oTgD5fGMSKbIU30tG9ZgZDJdoGRIO77m4kR63Rbo58dTGFJiSFCEZDieW1XFjoPDWrK10U80U2Q4kaM54F7RxvS93Q20hTwUdZMtDf41z1mudcI+Fw+ssJGZw9IoGSavXJpENyUCSBZ0ntvVttaXddu4OJm2nfFVIRhJ5hbtGVVLFHWT4XjOVuxcm8pyz+aGO07RtpFxCvQl0F7n5ZN7O27LYzf63TRu0OLGYWMSy5Zs7wQhrIW9Vgv0XMmgZJiEPNqyGmtBt2aPtwhY16qNoEdDSRcwpXUavJFPSxwcZqMIwT3dDdzDys/2KkLQ0+h4bTisH3Ilw/7/EkguMoFoLTClJFXQ8WrKsuMt630uotmitXcRrNsUIE0VqIqwDw00deVUvQ61wfp8Zzo4OKw5PU1+To4mkVIiBDWr/LgcSfPBcByBoCPs5aGtjUsu0sM+F/dtaeDceIqgR6swiFxvHOwMky8ZTOVKbG3w0xWu3cQGBwcHB4fbR9Cj4XOpZIs6CMGmGl0PDFPyyqUJ4nkdJDeNJJ6Pu7rCGKZkKldie1OAthpOLFoIRQge295sqXqBe7uXvq9xqG2cAt3BwWFZ7GoNEfa6SBd0OsPemjVbOT6SuOEUnMiTLOiEyyfgppS8c22K4USOOo+Lx3Y0z/s8tjT419Q9faVwqQoPOXFGDg4ODnc8ihA8s7OVwVgOTRWLinJbC8ZSeRJ53U7wOX49TkfdjfnhRK7E61ci5HSDnS1B7uqqr/o4mqJw3zJmtWuRlqCHj9XwDLXDreEMSDk4OCybjjovvS3BmjYMc82YA5VItBk6sKF4juvJPKaERL7Eh9fja3GJDg4ODg4Oa4JLVdjeHGBLgx+lRk9hXaqCnPX1TN4dnCJTMjAlXIxkiGaKq3uBDg4rTO3uqh0cHBxWgAd7GnnrapSSIedED+nTWX1Y83dFQ87zKA6LIZot8s61KXRTcndXmM0bQHHg4ODg4LC2tATc9DYHuDSZwe9W55yCl2as3QIomeYqX+HGQUrJqdEkl6MZ6jwaD/U04a1RheRGxinQHTYc1kx0bXaBHVaf5oCHT+/rrPq97gYf5yZSZEsGAjjQsT6iBmuVN65EyOvWxuidgSnaQl7cmiPUcnBwWBrOOu4wEyEEh7rqOTSPdP1wV5i3rk4BlulyrXrirAfG0wXOT6YxTElEL3J0KMbDzljcqlPTBfpIIseZ8RQBt8rdm+qX7drocGcQyRR4/UqUkmGyq3X+GSQHh2lcqsLHdreRLuj4XOoc2dztQEorrm01/q3VpmhUnlqUTBO3M0l1R2OYkuMjCaKZAj2NAXqdSD+Hm3BsOM7FyTRuVeHRHc001Wg6iEPt0Bn28fy+Doq6QXCZaS1LZXoefqNFm+VLJtPPSAK5kqNGWAtqtkBPF3TeujqFISVTGSjoJo/vaFnry3KoYd4dmLILhIuTGbY0+mnw3XkLuyxLtp3Th8WhCLFqsWmpfImXL01S0E1agh4e2968oRb33a0hzk+kEQLagh4nws2B06MJrkTSGBLi+QRBj7Ys92WHO4OpbJHLkQwSKBgm3x+YumONsBwVwdLwaAqeVVJsnRtPcWIkgRBwz+YGtjVtnHjFzrAXz6gCuomUsM9RFq4JtVugF3WEACSYWAZODg4LMfPwTgi4E0eQzo+nODGaQBGCh3qWF0OyXpBSMhTPkddNNtf7atZFfiYfXk/YEvCpbJHBeHZD5SYf6AzT3eDHMCWNfpezuXQglisxPR4qpSSZL23o+5LDrWGY0t77TX99p1EyTF69HCGaLdLkd/PYjmbcG1BxNU2uZDAYy+JzqWyu99X8ulHUTU6OJpBYFjZHh2L0NPpr/roXi7usLJzKlgi41Zo2Ad7I1OwnvsnvxqUKVMX63/ZZ3alcyWAoniPpFO4OZY5srkcVoAjLXbzRvzqnorVCrmRwYtSKFNNNydvXolV/zjAlsVyRgr6+OxjHhuO8Oxjjw+txXjw/Tsmo/ecj5/n/G4l6n4umgHvDbFYcbo0dzUF7HVeEoDNcGeMUyRQYTuTQ18Hn1+H20xxw0xbyoAhQBdy9uWGtL2nVOT+RIpazXMhjuSIXJlJVfy5fMojnSphy/a4mRd3kW+fHOT6S4PuDMY6PJNb6khyw4uhagx6nOF9DavaVd6kKz+1q53oih8+lVnTc0wWdFy+MI6W1yX1kWxPtIacjf6fTFfbxwv5OSqa8Y6S1Y6k8E6kCrUEPIW/lx7nawUPJMPn2hQmyJQOAx7Y301IjZipSStIFHVVVFvX3G4jn7NMVq+lQqnljmENdYaLZIkXdpNHnorvecTl32NhsqvfxpLuFeK5EW9BD0HPjPnV2PMnp0RRCgN+l8uyutg018uGwdIQQPNzTRE43cSliQ3p1zMYwJZcjaUqGZHtzAMO0w0WQsrqKYCSZ563+KAio82g81ddaM58d3TDJFA0CHq0i1rQaU7kihikxJZhSMjCVndcIrlZwawr7O8KcLEvcj2xucBrSDitOzRboYM2TVJvrGIrnMAzJdL/94mTaKdAdAKuxc4fU5owm87zZH8WQkvMTaR7qaWR7U4Ar0QwAhzfNXeSGEzmyJQO9vOCfGEnw0b7WVb3uakgpefvaFNcTeSSSw5vq6W1e2EyqwediIl3ALDfqQp7VvZ2l8iXi+RJNfg9+9+LedHVeFy/s60A3rTx2Z1F3uBNo8rurGn1dmEhjlDvt2ZJBNFus+Sabw+1HCHHHNNkB3uyPMJ4uICVcjqb5aG8r12JZirqJWxP0tYbm/M7x63H7s5Mq6Iyl8nTNUqesBemCzrcvTGBIa417Zmcr/gVOYUMezVaTKcJyYF9NpJSMpQpIKWmv8y46B35PW4i+liCCjWcS51Ab1HSBPh8Bt4pQBJgStdw9dHC40xhJ5qwFGjCk5Hoyzz2bG9jbXocqRNV4q5lzbAJWzVDlZqQKOtcTefv5nLieuGmB/mBPEyeuJ8iVDHa3hVZ1Bn0iXeC1KxHb6fSZna2LNpoTQuBSV29BL+omktr5Wzs4TBNwa+R1S8orJXdUUebgMM14udEMVp63ISWf2ttOrmTgc6lVi8bZ9/NamVE/P5GiUB5XMUzJpUiGg53heX8+4NZ4bHsz58qJTQv97O3gnQHrYACs8YrHtjcvunF+M3XASiKlJFcy8WiK0xC4Q1iXle3meh+JfImBWI7mgJv9Hav7gXZwqAVag16uRLIYUqIqgrbyydNChWpnnZetDX6uxbKEPBp3b6qN+T5NUZAzprK1RRSwblXhnu61uf5LkXSF7HAonmNve+15HpwbT3Fy1Jrp29dex9722nJjHU3mGYhlafS76W0OOIqCO4yHepr4/uAUuZLBvva6Cvm7g8OdQqPfzVS2iCmtVJFAuShfaP73vu5GXu+PkC0a9DYHaA7URmKNW1Uon58hBLgXsZa3Bj1ropwxpWQglrO/nkgXKOgm3hprFJYMk+9cnCBV0NEUhaf6WlYteWYxGKbk3HiKTFGntyW46iqIjcq6XA2FEOzvCDuFucMdzeZ6H0Z3PaPJAu11Hrobbj7PLITgnu6GNSts58PvVjncVc/xkQSaYjnQ1zJ1HheqyGFIS95Wi0Yqhik5MZKw2x6nRpPsbA2iKbVx0hLNFO0RjcF4jpJh1lwDweH24nerTnyqwx3Po9ubOTOWpGRIdreF0BZxGh70aHy8BuPndrf9/+3dWXMb15kG4Pf0gn0nQZAUxU2idsmOHSuO4zhOnNhO2ePMpPIj52JqblI144knk8SJ49iOYyVeYm0USVFcAGIj9kZ3n7loEKJlkQRJkGgA71PlC1WR0KFF4PR3zreEkak0kK045SoLyW+n57vFThbhTsNcRbiz58FSvopyw4QtAcOy8Y+1Il6eH+31sto+XsnjYaEKSwIrhRreujzecdkf7c19T5VEhGrTwu/uZlBqmJiM+PDy/MhT09xmE0HMDsiYroVkCAvJ/dPa3eJKKoxa00S6bGA65sdMvPe1f08Swvmv3WwIwJ8fZPGDOXfMXs9WjXbWhGVLbJYauOq+500ioiN7kKvgk5UCIIAXp+NPPUj3qIrrG6N1SlcVvLbQ+742nRBC4MfnR/HJSgG2lM4kIBfsjU9Sn9jMH23XsZyrYMYlz37pcqM9SlMAKNSbDNC7wH1HRUQ99rBQa58I9sqtRwWUGiYkgI1SA8u53q2Fvk1VBG5OJ/D2lXHcmIy6MjVbEQI3p+PYvbL1UgN3Mk8f2XPakiEPRGt1qiIwFXPfIQcR9adm66bx04d5lBtmT9Zg2hIfr+RhSQnLlvhwOdfXI9EGUdzvwesXx/DmpRRGg+5sUDkTDyC5q4TBlsBfVvJomFYPV/XYmagPuysZEn73pN/3M96gE+2yWqjhw6UcLCmxlKsCswJnexA4WPbuimzZbp52HIZl4/37W8hWDaTCPvxwbsSVp8XUPXOJILLlBu5mnQMeWwJ10x3zpuN+D15bSGK1WEPcr/fkfUZEg+kPrb3OlsByvoZ3rk2calMvwGnstXvrlrJ1CXrMZaxv1/HhkhPsP382hjmX3KTSyVAVgR+fT+LfP1ttPxcKOA0F3dC247mpGGJ+HVXDwlwi4Loa/n7FG/QTZNkSf1rcwn/84xHeX9xqj7Yi99os17/RGX2jVO/JOq5PROFRBVQhEPRqmIkHYLdO4Y/qy43t9gNLulTHva1yF1dMbnVxLAxdFdAVAY8qcP6A7vinaSTowTOTUUzHA67MQiACnHKMX3+5jv/8fA0PcpVeL4c6sLPXAc5eXjFO/xZdVxVcGQ9DEc4IsesTEaiKgGlLyCMeuksp8acHWTQsG83WDX3TcsehK52s6xMRqMIJ2CcifgRdkkauCOe54sZkFGEXNa/rdy44exlcdzIlrG3XYUnnxPN2usQmSC43Ed7VGV0ITEZ8PVlHzK/jF9cmUW9aCHhUPCzU8JflHKQEbkxGcCV1+N+jpiXbDyy2dP5Mgy/s0/HOlQlsN5qI+HTXjOMh6hd/XNxCrekEQR+v5DEe9p3qWEc6vGTIi0xrtrimCIR61MjzxkQUF1qHoh5Nwe/vZbBRasCjKfjpwtG6cT95UG/ZEvx1HHxXxyNOc2BbIubXeag94PikBsC0bZQaZtdrg+qm3W6cYEug3nRHvQjtbTLqx8vzI7iYDOHluQTORHuXdqspAiGvBgHgo5U8bOk0+vp8fftItUeXx0LwqAKaIuDTFZwbZVrcsPBoCkaDXgbnNNBqTQu1E9hnjV2HmQICJm8sXe+V+RHcmIjgciqMNy6melrO5dNV+HQVq4UaMhUDEkDDtPHpauHQryWEwI3JSPtWfn4kyJTiIRLx6YgHPAzOh8DQ36AXa028dzcN23ZGvrx+caxrD7ELoyEsZivtmqNudqiWUg71G/Qkf/7JiK9nN+d7euLw6ChnSWGfjl9cnUDFsBDyaqw/J6KB8fl6EV9tOg0Qr6bCuNbFMazXxyP4fL0ICIFUyNvVee3DvJfvpHmfxM+vKQouHyHT7CQ9uW0f9UroSiqC2XgAtkRXfxeJyD2G/p39+XqxnepbMUws5aq40KVAOuTV8C9XJ7BdbyLi1eHRjh/421Ligwc5rBZrCLVmyA7TB3S9aeH/7mVQrJtIBj149fyoa+Y6n5Sd2eUfr+Qh4Yz4OuqJuaYqiPoH+/8XHaxp2dgo1eHTVCRD7uxcS9Qp07bx5UapHfB8sVHCpVSka03BLqfCmIr50bRsxLuUWlqoNfH7exnUTRvzI0G8cDY2VIH6w3wVHy7nISHx/FTMVb0xTspU1I97gQoylQZ0RcFzxxitFuhRyj65S7HWRKHeRDLkRYCZFANl6N/hmqpAwDnJFEDXu3x6VKWroxtWC7V247KyYeFvjwp4ZX60a6/vdl9ubGO77jR7yVUN3N+q4OJYuMerOnlziSCmY06jOJ1pynQMpi3x7tebqJs2JJzbRvbGoH4mIHaPCYZopf92U7jLB+EfreRQa01UWKR5spUAABB2SURBVM5XMRsPYCw8HIdlUjojx3YqBz5dLWAmHhj4vU1VBH5yfhRNS0JTBZQhOpCh7lvfruOPi1kI4cQvb15KDdWF3aAb7E/DDjwzGUXUp0MAGI/4MJsI9HpJ+7Kk/EZa1HG6evcjSz5OC5MYrp9fVcTAP8AcREqJlXwV97bKMFwyLqzf5CoG6qYN03amAtzJsJs/9TdVEXhxJgFNcXpsfH8m4frg51uNvoZsPvaTn97DspULIeDRFNf/fp60qmHhbqaMtWLtyB3th92dTBmWlM5eLiUeFmq9XhJ10dAftfh1FT+/nOr1Mjp2NhbA7XQZ2/UmFCHwzGT36uz6wZVUGI+KNTQtCb+u4NwQpMXRYx+v5LFcqAFS4qvNEt66PM5a+kMKeNTHN43o/s3goDFtG+WGhZBHhTbkB2RuNhMPYCbu7gP23Z6fiuEPi1lIKTES8CA1JLfngBOkfmcyiltrRQDApbEwvF0oAaT+UG9a+O+vN2DaTv8FZnEdTdSnYaPkHG4pQnAvP0DVsGDaNsJerS/Kifiv2Wc0ReCNi2OoNi14NbXrKfluF/Jq+MW1CdSbFny6OvSn0MNmpVBr3zw1TBvb9SbiAU+PV9VfQl4NL80m8PnGNgK6ipvT8V4vybUqhon/uZ2GZTtjF1+/OMYUQuqKVNiHX16bQMOyEdDVvnhg7KaLY2HMJYKQkPBqrJ0dJpmKM6PelgCkxINclQH6EVyfiMKwbGxVDMzEAzgTdVlzYxe5kynjs0cFCAicifrw0mzC9Z+5fNLoQ0IIBIe4QYgiBBukDKmoT0euarTLHPh7cDRTMT+mYqc/QnB9u44PlrKwbIlnJ6Ou7x9xN1NBo1VKYULidrqE58/yQIO6Q1OVoc7K6EbjXOo/UZ/WzuJSBJAIHH4WPDmlPTenE6f+90op8dFKHku5KgKtZtVuv73/+1qxVUYj8ahYR9mwXL9md6+OjqTetFBqmIj59aGvWabB8sr8CD57VETDsnF9PNK3aZEN08L7i1kUak2cjflxczo+FNkgf17Ktqdm3ForYjoegN/FnWc9qoAidlIIGVDQ6SrUmpBSItalzvFEbhDx6Xh5LoGv02VEfBqe7eNSzUfFGj5eyQMAXpxJYMJtI3pPwPp2HQ8LNUgAFcPCXx/m8ePzyV4va1+aImC2si8lZF9kHzNAHzC5qoHf3s0AcE7X3ryU4ugFGhg+XcX3Z0//xLjbbj0qIltxMgFWCjWMh93foLIbrCd6Adkubw50YSyEdLmBdNnAaMiDSy6/8afB8enDAu5nKwCAmbgf35vp/889oh2TUT8mo6efxdVNli3xwYNse1/742IWv3pmcuAP280nOjqaT27sLvTy3Ag+WMrCtCSeORN19cXADgboA+afm6X2m8eyJZZzVVxO8aGSyE0arRFnAAApYVjD0ZH+uTNRfLpaAADMJ4KuL9XRFAWvuvxmgAaPZUvc3Sq3PyMe5Kv4zlQMHmbEEbmGLeU3pg/YUjqp+4Mdn+NM1I+or4xCzXAaPk65PwMiGfLiX69N9noZh+LupyM6NL+uPk7JVETfpgATDbKr4xFslhsAAI+qYCbe3zcJnTo/GsLZmB+WBDN7iPagCCcDbuewXYGAOuC3ckT9RlcVnB8NYjFbBQAsJINDMVVGVQR+diGJimHBpw13H42TxAB9wFyfiGC73kS22sRUdDjSZon6zUjQg3eujqNiWIj49L6oh+oWdmwm2p8QAq/Mj+CjlTykBG5Ox4fiwZ+o33z3bBwXks6434hveJrdCSE40eSE8f/ugNFVpmTuR0qJumnDqykDXydE7ubVVAarRPRUqbAP71yd6PUyXMu0bVg2R7RR7w1TYE6nhwE6ddVqoYZivYkzUT9i/uN/aG3Xm9goNRD360iGvMd6LcO08d6dNMqGCY+q4PWLY66vgSUiIjpNhmljMVeBIgTmR4LHzvCRUmK1WEe9aeFszA/fMctbVgtV/HkpBwlgNh7Azek4u9wT0UBhdEJdcydTxq21Iixb4svNEt68OHask8VirYnf3EnDlhICAi/OxDEdP3rK/v1sBWXDhC2Bumnjy40Sbk5zpjERERHgNLr6zZ00KoYJAWAlX8VPL4wd6zVvrRVxb6sCKSW+2NjG21fGjzUC9pOHhXbn7OV8DRfHwl25ECAicgsG6B3IlBv462oBqgBemI4j7vf0ekmutJKvwtppaSkl0uXGsQL0te06LFtiZ3Lhg1y14wC9alhYylXg1VXMJQJQhMDuA3YBgAfutENKiWLdhK4KZlUQDSApJf6+VsRqsYaxkBfPT7Gu+2nqpo1K6yAbADIVA7aUxyoJW8pV2w3vhC2RqxpIhTubF72+XUe2amAi7MNI0Hn2+uZaJPdyajMsG+WGiYhXY/My6mt8Ej2AaUv8/v5We3P53b0t/PJ6f7XqPy1jIS9yVaN1si0QDxzvICPm16EoApYtoQpgpMPXa1o23r29CcO0oQjngOXFmQTOjwSxkq8hWzUQ8mq4Nh451vpoMEgp8YfFLaTLBiAlnpuK4fxoqNfLIqIuWspVcWerAsuWqBpVBHQN1ya4BzzJpynQVQUN04YAEPZqx+7XEvfr2Cw3YEtAtl6zE8u5Cj5aKcCSEl9tlPDaQhIjQQ9enInj/cUsLFviQjKEKGuACUCx3sR7d9KQEtAUgTcupTgthPoWA/QDNC0btnw86LBh2sc+TR5U1yYiUBWBfK2J+USg44B6LxMRH56fimE5V8VoyIMr453Ncy/Umu2bd0sCj4p1AIDWqjvnvx/tVqg1kS4b7eyPv68VGaATDZiyYbbf45YESg2zxytyJ0UIvH5hDF9sbEMRAte7cIjx0uwIbq0VUDEsXE1FEOgwS+lhsQZL7vybSWyU6hgJepAK+/CrG5OQePI2nYbZ15slNFu1D5YtsbhV4SEc9S0G6AfwaQrGQl5sVQwAwNmYnxvCHhQhcLXLt9LnRoI4NxI81PdEfI9/rRUBjAS+ebrOfz/aTVcVYNchnKcHaXFblQYqhoXxsA9ejWl5RN02Ew/g63QZgHOLu5A83L4yTEJeDS/OJLr2eh5Nwc3pw79eMuTF2najlUUnkNh16C+EAHdy2s2ZzgPY0nnOO+291LQl1rdr0FUFqZCXjQvpWBigH0AIgR+dG8VmqQFFOGnc5G5eTcVrC0l8nS7Br6k8QT2kUsPEVxvb0BSBaxORgR9jE/JqePZMDP9YL8KjKvjB3Mip/v13t8r4bLUIIZy0vLcuj8PDIJ2oqyI+HW9dGUeuYiDm1znDtw9cGA1BAEiXDUzH/JiIdFa3To4HuQrWinVMRLyYSwQHPmC8Oh5Brtps9yyYP+TlznHYUuK925soGxYA53LpuanYqf39NHi4Q3VAEYIbQ59JBDx4afZ0Ay032yzVUW1amIz49z1VtmyJ926n0bCc+sOtioE3LqUOfP1CrYmVfBVhn4bZeKDvHgQuJEO4kOxNWvvtdNlJ42xd4m+WGzgb8/dkLUSDLKCrCPC91TeEELiQDONCstcrcYemZeNRsQ6vpmA8vP8N7cNCDZ+06vcfbdehCIHZxP4Bq5QSS/kqSnUT0/FA33XG11UFP1nozS9Lsd5E2bDa/aruZysM0OlYGKATDbivNrfxxUYJAoCuFvHW5b1H3FSbFky50zcfyNeaB75+uWHivTtpmLaEqgiUGyauT0S7+BMMtqhPQ9kwsROjhzyDnbFARESHY9kS7369ibppQwK4MBrEs2f2DgAz5cbj+n1bIl02DgzQv9jYxj/TZVi2xO1MGT+/lGKmSYf8mgq5689B7uN0TMyjJBpwdzNO52LTlmhaEplWP4WnCXpU+DQFQgCqAFLhg0s6tna9nmVLrBbqe35tutTAf/1zA+/e3kS+uvc6hsn3phOYivoR8+t44Wzs2NMPiIhosORrBuqmDdOWsGyJ+9nqvl8/GfVBbd2wq0JgKnpwFuhqsf54VC6+ubfvJqXE31YL+PWX6/hoOfeN7xlWPl3FK3MjSAR0jIe9+NG50V4vifocj8ZoIBTrTXy2WgAAfGcqtu/YlaphIl9rIu73IDAEp5xRn4Z604INpxdaeJ+fWRECb1wcw/1sBZqidNSgLxHQ2z3WVCH2DOpN2xln1h5ZeJ8jCwGngdLLp1z3TkTkRncyZSzlqkiGPHhmMrpnU1cpJbYqBkxbIhX2Dnzz14BHa++zO+Pv9jMe9uHVc6PYLNeRDHkx3sHc+VTIi1K9CUs6zwrxwNOfox7kqri3VYElJWr5KoIejiwEgPGID+Msh6UuYYBOfU9Kid/ezaBh2gCA3N0M/u3axFPrs/I1A/97JwMBJ534ZxfGXF1nla0YeFisIu73YDrmP1Jt9/dnE/jrwwLKhomrqQjCB8yM9WoqrqQ632wjPh2vnh/F/a0Kon4Nl8aePg6PIwuJiGgva8Uabq0VYdkShVoTqiJwY49yqc/Wiri3VYEAkPDr+MlC0rW9T2wpsZitoGJYmEsEEDnC3PaAruKH8yP4fH0bfl3Bd8/GD/yesbAXYx1kwe149kwUfl1BoWbi3Ghwz4uOimHuGn/HkYVEJ4EBOvU905YwWsE5ABitNDBd/fZmvbhVad/gAsCiixt5FGpN/PZuBpZ0artrTWvP4Hc/Xk098c7kYyHvgRMOfJqCVNiLTNlJm5uOc2QhERE5inUTtv147nm+uncPlLuZMna28mzVadB10K1yr/xttYDFbAWWdDIE3r4yDr9++Oy9iYjvRBsWK0LgcgeH87OtkYUCgA2OLCQ6Ce78NCM6BF11ZtVnWzXNIwHPnk3QQl4NqhBO0Cvc3cgjXW5A4nGTl0fF2pECdLcQQuCV+VGkSw0oikAyyFprIiJynIn68MXGdjuV+/zo3oGfT1NRbVrtP3v32PPdYG27DmtXenq+asAf7d9pAmGfjrevjCNXdUYWBj0MJYi6je8qGgg/OjeK1WINAPYdUbWQDKFYb2Kj1MBE2IeFHo3W6sRo0APRSsZXFdFRDZnbKUKwRouIiL4l4tPx5qUU0qUGYgEdI/s0zHz13Cj+spKDaUk8NxWDZ5/xob02FvJiJV91arsBV5fVdcqvqzjTx4cMRG7HAJ0GgqoIzMQDB36dIgRuTidOYUXHlwh48Mq5ESznqogHPFjY5zaBiIio34W9Wkep6lG/jjcupk5hRcf3wtk4wl4NFcPC+dEgArxxJqID8FOCyMXGw76BuDknIiIaRqoicHWcXc6JqHPuzQkiIiIiIiIiGiIM0ImIiIiIiIhcgAE6ERERERERkQswQCciIiIiIiJyAQboRERERERERC7AAJ2IiIiIiIjIBRigExEREREREbkAA3QiIiIiIiIiF2CATkREREREROQCDNCJiIiIiIiIXIABOhEREREREZELMEAnIiIiIiIicgEG6EREREREREQuwACdiIiIiIiIyAWElLLzLxYiA2D55JZDREREHdiSUr552G/iPk5EROQaT93LDxWgExEREREREdHJYIo7ERERERERkQswQCciIiIiIiJyAQboRERERERERC7AAJ2IiIiIiIjIBRigExEREREREbkAA3QiIiIiIiIiF2CATkREREREROQCDNCJiIiIiIiIXIABOhEREREREZEL/D81GqHMWDR17gAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1008x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(ncols=2,\n",
    "                         figsize=(14, 6))\n",
    "cmap = ListedColormap(sns.color_palette('Paired',\n",
    "                                        len(np.unique(db_clusters))))\n",
    "axes[0].scatter(*alternative_data.T, c=db_clusters, s=10, cmap=cmap)\n",
    "axes[0].set_title('DBSCAN')\n",
    "axes[1].scatter(*alternative_data.T, c=hdb_clusters, s=10, cmap=cmap)\n",
    "axes[1].set_title('HDBSCAN')\n",
    "\n",
    "for ax in axes:\n",
    "    ax.axes.get_xaxis().set_visible(False)\n",
    "    ax.axes.get_yaxis().set_visible(False)\n",
    "sns.despine()\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### HDBSCAN: Density-based Dendrogram "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:54.752352Z",
     "start_time": "2020-06-18T22:37:53.846009Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(14, 6))\n",
    "hdbscan.condensed_tree_.plot(select_clusters=True,\n",
    "                             cmap='Blues',\n",
    "                             selection_palette=sns.color_palette('Set2', 8))\n",
    "fig.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Minimum Spanning Tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-18T22:37:54.878001Z",
     "start_time": "2020-06-18T22:37:54.753355Z"
    },
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(14, 7))\n",
    "hdbscan.minimum_spanning_tree_.plot(edge_cmap='Blues',\n",
    "                                    edge_alpha=0.6,\n",
    "                                    node_size=20,\n",
    "                                    edge_linewidth=1)\n",
    "sns.despine()\n",
    "fig.tight_layout();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "273.6px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
